{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Seaborn 简介与环境配置\n",
        "\n",
        "本部分将详细讲解 Seaborn 的基础知识，包括 Seaborn 是什么、如何安装和导入、以及它与 Matplotlib 的关系。\n",
        "\n",
        "## 学习内容\n",
        "1. 了解 Seaborn：核心特点、优势和应用场景\n",
        "2. 安装和导入：安装方法、标准导入和版本检查\n",
        "3. Seaborn vs Matplotlib：两者的关系和如何配合使用\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "✓ 已设置中文字体: STHeiti\n"
          ]
        }
      ],
      "source": [
        "\n",
        "# 导入必要的库\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.font_manager as fm\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')  # 忽略字体警告\n",
        "\n",
        "# 设置 Seaborn 样式\n",
        "sns.set_style(\"whitegrid\")\n",
        "\n",
        "# 设置中文字体（如果需要显示中文）\n",
        "# 设置 Matplotlib 的字体为支持中文的字体列表\n",
        "# 这里提供两个参数，是为了提高兼容性：如果第一个字体（PingFang SC，macOS 常见）不可用，则尝试使用第二个字体（Arial Unicode MS，跨平台广泛支持的 Unicode 字体），\n",
        "# 这样可以保证在不同操作系统下都能正常显示中文\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "# plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
        "\n",
        "\n",
        "# 动态设置中文字体\n",
        "# 设置中文字体（自动检测并设置）\n",
        "def setup_chinese_font():\n",
        "    \"\"\"自动检测并设置中文字体\"\"\"\n",
        "    import platform\n",
        "    system = platform.system()\n",
        "    \n",
        "    # 根据操作系统选择字体\n",
        "    if system == 'Darwin':  # macOS\n",
        "        chinese_fonts = ['PingFang SC', 'STHeiti', 'Arial Unicode MS', 'Hiragino Sans GB']\n",
        "    elif system == 'Windows':\n",
        "        chinese_fonts = ['Microsoft YaHei', 'SimHei', 'SimSun']\n",
        "    else:  # Linux\n",
        "        chinese_fonts = ['WenQuanYi Micro Hei', 'Noto Sans CJK SC', 'Droid Sans Fallback']\n",
        "    \n",
        "    # 获取系统所有可用字体\n",
        "    available_fonts = [f.name for f in fm.fontManager.ttflist]\n",
        "    \n",
        "    # 找到第一个可用的中文字体\n",
        "    selected_font = None\n",
        "    for font in chinese_fonts:\n",
        "        if font in available_fonts:\n",
        "            selected_font = font\n",
        "            break\n",
        "    \n",
        "    if selected_font:\n",
        "        plt.rcParams['font.sans-serif'] = [selected_font] + plt.rcParams['font.sans-serif']\n",
        "        print(f\"✓ 已设置中文字体: {selected_font}\")\n",
        "    else:\n",
        "        # 如果没有找到，尝试使用通用字体列表\n",
        "        plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS', 'SimHei'] + plt.rcParams['font.sans-serif']\n",
        "        print(\"⚠ 未找到推荐的中文字体，使用默认字体列表\")\n",
        "    \n",
        "    # 解决负号显示问题\n",
        "    plt.rcParams['axes.unicode_minus'] = False\n",
        "    \n",
        "    # 清除字体缓存（可选，如果字体仍然不显示）\n",
        "    # import matplotlib\n",
        "    # matplotlib.font_manager._rebuild()\n",
        "\n",
        "# 设置中文字体\n",
        "setup_chinese_font()\n",
        "\n",
        "# 在 Jupyter Notebook 中内联显示图形\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 1. 了解 Seaborn\n",
        "\n",
        "### 1.1 Seaborn 是什么\n",
        "\n",
        "**Seaborn** 是一个基于 Matplotlib 的 Python 数据可视化库，专门用于创建统计图表。它提供了更高级的接口，使得创建美观的统计图表变得更加简单。\n",
        "\n",
        "### 1.2 Seaborn 的核心特点\n",
        "\n",
        "1. **高级接口**：提供简洁的 API，用几行代码就能创建复杂的统计图表\n",
        "2. **统计图表**：内置多种统计图表类型，如分布图、关系图、分类图等\n",
        "3. **美观默认样式**：自动应用美观的默认样式和配色方案\n",
        "4. **与 Pandas 集成**：完美支持 Pandas DataFrame，可以直接传入 DataFrame 进行可视化\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "data": {
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d2Gw2Gw6Hw3UBuno4a8WKFUyaNAnANVQUFRWVLcdHp9MREBBA3bp13cq//fZb/v33XwYOHMi8efMApRdh6NChtGrVirlz57J27VpXUHGt1NRUJkyYQKtWrUhPT6dNmzaui7lGo3EFMA899JDb4xo1auQ2BNO6dWv+++8/ypQpw/DhwwGlZ2jGjBluQ13X8+233xIZGckXX3xBbGwsRqORYcOGodfr+f3339mzZw8jRoxw9RBd2/vyxRdfsGrVKjQaDVqt1jVklvWve/fuOJ1OHA6Hq/fC4XCwZMkSGjVq5DpPp06d6Nq1K6tWrXIFC1nrySQkJABKAJM1NJfVS3WttWvXsmvXLjZu3IjVauXjjz8mNjaWd999l7Fjx1K7du1swX9gYCArV67Ex8fHFbg5nU7GjBnDiRMnmDlzJr6+voSHh7t6YbJmJ2UlbQtxIxLAiDuKVqtl3LhxtGvXjuPHj1OzZk0iIyOJi4vLMfhwOp3ExMS4xvlLlSrF6dOncz3/2bNnueeee9zKzpw5k+1CDspFxGQyUapUKUJCQtDpdJw+fTpbbgAoORHe3t4EBwe78jdy+uab0zCQSqXKNkX2akOHDnVNe86PQ4cOMXr0aLp06cKaNWvydY7HH3+cpKQk7r//flcAM3LkSNfxpk2bMn36dBITE3MM3IKCglw9OIsWLcp2vFKlSixevDjbtOfXXnstx4TuqyUnJxMYGJhjL9q1Lly4wOeff87kyZM5duwYd911FytXruT999939SKZzWaaNWvm+nnixIlus4Leffdd3nvvPXx8fNzyVt566y3S09P5/PPP3epitVoxm83ZhpLsdjsnT54EYMGCBbzyyiuuAObo0aNotVpmz55NgwYNCA8PzzXIPXfuHBcvXuTZZ59Fp9Px66+/0qFDB5YvX84ff/zB4cOHswXeXl5ebvk1RqORN998k8OHD/Pdd9/x4YcfUq5cOT788ENAmTr/6aefMnnyZLdkYyGuRwIYcVubP38+586d480333SVZY3/Z13IunfvzjPPPMPTTz/tmmp99eMXLFjAr7/+ikajoWfPnkyePJkHH3ww2x/a33//Pcc1LKZOnUqTJk2yfdOePHkyzZs3d/WadO7cmalTpzJjxgy3C5fD4WDKlCl07tzZLUC5UTJpUalTpw6vvPIKgwYNyncAExISwjvvvJNrEmfz5s3x9vbmt99+y3VGVd++ffnhhx+ylWdN061Tp45riMpkMhEYGIjdbnfNVLqWyWTik08+YevWrW5rrGQlz+YkKiqK06dPu5JeR40aRaVKlejduzdardZtGnVWHsu1K+r+9ttvrrVzvLy8XAnQWblKzZo1c/XAWCwWHA4H3bp147PPPnM7z8cff8zJkyfp378/M2fOpFOnTqxcuRKtVsuQIUOoUKECU6dOZfXq1WzevDnH1wO4TZlOTEwkPj6eOXPm8O+///LBBx8Ayiy73GzdupVx48Zx5swZfvnlF6pXr84LL7zA4MGD6du3L3///Tdz587l0UcfLZLFJcXtQwIYcVtr1aoVn3/+OSqViv79+5OQkMDEiRNp27ata32Le++9l0ceeYShQ4fy2muv0bRpU5KTk1m+fDnLli1j5syZrmGRHj16sHnzZnr27OmahWQ0GlmzZg1//PGH20qmWaKionj00Ud57rnnqFGjBvHx8cyaNYt9+/axcOFC1/3efPNN+vfvz+DBgxk+fDjly5fn9OnTfPPNNyQnJ+fYs1BcZA23FBa9Xk/79u1ZtGgR/fv3v25vyMGDB92+/Z87dy7HqcJ//PEHBoMh16EhvV5P1apVadSoEW3atHH1/qSnp2db2j+LVqvls88+45FHHqF06dLUr1+fbt26cenSJXQ6nWvp/ZYtW7qGTXQ6ndsU6vbt27N8+XK0Wq0rgNm6dSvvvPMOzZo1IykpiU8++QQfHx+sVitWq9VtqrrD4WDy5MnMnj2b9957j4cffpjjx49jMpnw9/dnzZo17N69m7feessVgGQ97nrt+u2337Jt2zY6duzI7NmzrxtspKamsnLlSlavXs2///7r+mJQvXp1AFq0aEGvXr147LHHaN++Pb/99luOvZRCXI8EMOK2Vq1aNRYtWsTkyZPp3bs3fn5+dO/ePdvsmHHjxlGvXj3mzJnD22+/jV6vp0WLFixevNj1RxeUXo+PPvqIJUuWMH/+fN59910CAgLo2LEjixcv5u23385WhxEjRnDo0CG+/PJLTpw4QWBgIB06dOCnn35yS7gNDQ1l6dKlfP3117z11lskJCQQHh5Op06dGDlyZJ5zMG5XWd/Yf/zxRx599FEuXrzI77//zoABA9x6t2rVqsXMmTPZt28fI0aMICAggEWLFuHv749arcZms5GSkkJYWBgJCQnXzbkYMGAAoCQZd+3alffee49ff/31uvX09/dHp9MRExPDypUr+eWXX1wB8PLly/noo4/YsmWL6/7X9uZcvU6R0+nk119/5eOPP+aJJ57g+eefZ8CAATz//POMGjWKdu3aZRs2fOutt/j5558ZPnw4jz76KIBrptv69et54403ePDBB2nbtq1bAPPqq69y33330b17d4Bsw45dunRBpVLxww8/MHHiRB5++GHef/99t/vY7Xa8vLzQ6/UsW7YMh8PBrFmzsNvt2Xpy3nzzTU6fPs3u3bv566+/6Nmz503NhBNCAhhx26tevTrffvvtDe/Xp0+fXJNEr6ZSqejXr1+OSb9ff/212+2jR48CShJublNOrxYUFMQbb7yR6/L7oEzbzjrv1bJyR65VtWrVHO9f0PKykZ/NZrvu8czMzFyPNWrUiF69evHBBx9Qvnx5Tpw4wYQJE6hWrZor78hms6HRaIiIiKBhw4a8//77BAYG0qRJk2znO3z4MJmZmW7JyKD0osTFxXHgwAF8fX0xGo0sXbqUuLi4bDOGbDab21BeSkoKI0eOpGrVqgwcOJBx48bx448/0qVLF2rUqIG/vz+DBg3iwIEDpKenk5ycTGJiIgEBAa7F+44fP8727ds5ePAgW7ZsITk5mWHDhvHcc8+hUqmYP38+b775Js8//zw6nY5q1aoRHBzMN998g4+PD6+++irVqlVzy2s6e/YsX331FStWrKBnz568++67xMTEAEoOU1xcHOvXryc0NNQVwGTt35S16J9er6dnz5707NnTteBg1rGsWU0mkwlvb2+0Wi0zZ850zfrasGEDAJs2bWLDhg38/PPP/Pnnn3z33XeMHTuWsWPH8umnn9KuXTvatm1Lt27drvMpEUIhAYwQokBkXcSudfHiRSZNmkRaWhpHjx51mylzrdyGZrK8+eabnDx5kieffBKdTkdYWJjbfkbVq1d3BYrh4eE5rn1z5swZXnnlFc6ePUtwcHC2GVHdunXjzz//ZNCgQZhMJry8vChXrhyTJ092BTBffPEFa9eu5eTJk24zm/bv34/T6eSLL74gIiKCe++9lzVr1rBhwwa+//574uLiMJlMbvkqKpXKbU8onU7Hxx9/TN26dRkyZAgPPfSQ23o1/v7+TJkyhYMHD/Lnn39y8OBBgoKCXFPSw8LC3IKXpKQkhg8fTmpqKu+//76rTUJDQylbtiyvv/46Go2G6tWrM2TIENfjjEYjO3bsuG5eU1YPTNZMtqu3Ari6zkuXLgXg+eefp2PHjnzyyScEBgbi5eXFRx99RPfu3Zk6dSqrVq3iiSeeyPX5hLiaypnb5H8hhLgJ58+fp2PHjm4XySwDBw7k+PHj1K1blzfffDPX3bkXL17MO++8wx9//OGWOHs1o9HI559/zsqVK3nxxRddwzw346233sLX15cBAwZcd1p8brLylxo0aECvXr3clvzPWqclN1cn32atD3Pt/XNbXyW/YmNj0ev1uSYsF7a1a9cSHR1Nnz59rrtyb2xsrOTCiDyTAEYIUWwkJycTHx9P5cqVc9zyQQghskgAI4QQQogS58YrMwkhhBBCFDMSwAghhBCixJEARgghhBAljgQwQgghhChxbtt1YLL2GcnayVUIIYQQxV/WXl9eXl7X3d7itg1gbDZbjhvrCSGEEKL4q1+//nW3l7htA5isqK1+/fqufUhEwbHb7ezfv1/at4hJu3uOtL1nSLt7jqfaPut5r9f7ArdxAJM1bKTRaORDX4ikfT1D2t1zpO09Q9rdczzV9jdK/5AkXiGEEEKUOBLACCGEEKLEkQBGCCGEECXObZsDk1d2ux2r1erpapQ4drsdgMzMzHyNjep0uhsmaAkhhBC5uWMDGKfTSUxMDCkpKZ6uSonkdDrx8vLi7Nmz+VpnR61WU7ly5etOkRNCCCFyc8cGMFnBS2RkJHq9Xha7u0lOp5OMjAx8fX1vuu0cDgeXLl0iOjqaChUqSNsLIYS4aXdkAGO3213BS1hYmKerUyJlrZTo4+OTrwAkIiKCS5cuYbPZ0Gq1hVBDIYQQt7M7MgkhK+dFr9d7uCZ3rqyho6xcGiGEEOJmeDyAGThwILVq1eK7775zKz958iT9+/enQYMGdO/enb///rvAn1uGLjxH2l4IIcSt8HgAM2/ePEaOHOlWZrFYGDZsGA888AC7du1i/PjxvPXWWxw9etRDtRRCCCGE0+kkw2JzK8uweqYn3eMBTE7WrVtHjRo1eOyxx9DpdDRr1oyRI0dm66URhWfMmDH89ttvnq6GEEKIYsLpdHI81sCfR+IxmpUg5kKyiYXbz5JsshR5fYplEu+uXbu477773Mo6d+7M119/7aEaCSGEEHe20wlGHvl2K6kZVj7v24iWVUIZ+N0OTicYSc2w8eQ9lQjWF93SGMWyByZreu3VQkNDsVgsWCxFH+UJIYQQdzp/by/qlgkE4KUle+j82UZOJxjx9lLTuloYeu+i3fCxWPbAZGZm4uvrm63c29ubzMzMm1r8LKdZLna7HafT6fpXkkydOpV58+YRGhrK+PHj2bFjB76+vphMJhYuXIhWq+Wll16iV69efPPNNyxYsAC1Ws3LL79Mr169XOe5ePEikyZNYvPmzahUKtq0acPo0aOJiooCcGsfo9HIiBEjqFixIuPGjUOtVnP69GkmTJjA7t278fLyok2bNrz++utERkYC0KFDB5599lkmTZrEe++9R9euXd1eR9a57Xa7zES6CVltJW1W9KTtPUPa3XOubfswPy2f9W3IiAX/svtsCmmZyjDSvKEtaFA2CA0F8z7l9RzFMoDx8fHBbDZnK09NTcXHx+emzrV///4cy728vMjIyMDhcOSrjp5w+vRp1q9fz6pVqzh27BinT5/GarXy888/06VLF3799VfOnj3LyJEj+e+//wgMDGTlypVcuHCBkSNHUq9ePcqVK0diYiIDBw6kV69ejB49GrvdzuLFi3nssceYN28eQUFB2O12LBYLMTExPPfcczRp0oSXXnqJzMxMYmNjeeqpp3juuef48MMPMZvNLF++nIEDBzJv3jz8/f1xOp389NNPrFy5ksDAQEwmk9trMZvNWK1Wjhw54qHWLNly+1yLwidt7xnS7p6T1fZeXl74RZYnweA+EnI2wUCgLRVjWnKR1qtYBjClS5fmwoULNG/e3FUWHx9PUFDQTS89X79+/Wx79WRmZnL27Fl8fX1vOiDyJD8/P3Q6HaGhodx7772A0iMTGRnJ6NGjAQgLC+P+++/n6NGjLFmyxFXWqVMnDh8+TI0aNfj000/p1q0bL7zwguvcr7/+OhkZGSxatIhXXnkFjUZDeno6Tz/9NF27duWZZ55x3XfevHkMHTqUzp07u1biHTFiBKmpqaxevZrBgwejUqkYPHgwZcqUyfG1qNVqtFot1apVK1HvgafZ7Xb279+f4+daFC5pe8+Qdveca9s+OtXMwFk7OJtowttLTbkQPSfjDbz20wE+79uI++rUR6+79fco63lvpFgGME2bNmXDhg307NnTVbZ27Vruvvvumz6XRqPJ9qHXaDSoVCrXv5KicuXKtG7dmr59+/K///2PJk2aoFKpaNGihdvrCA0NpVmzZm5lwcHBpKSkoFKp2LFjB5MnT8722nv06MGkSZNc7fLhhx8yatQohgwZ4na/nTt38sMPP/Dhhx+6lTudTrp16+Z6fO3atXNt36z75PT+iBuTdvMcaXvPkHb3HFfbq5S/895eauYPbUnlcD9eXLyHzScTcOJEpVYX6XtULAOYTp068cUXX7B8+XK6d+/OgQMHmDFjBjNnzvR01Tzu5Zdfpn379owdO5Ynn3wSgMDAQLf7eHl54efn51amVqtd44oOhwMvr+xvvUajcRtSq1KlCn/99Rf9+vXLlpO0YsUKSpUqdd19pPz9/W/+BQohhCiWyoXomTe0JfEGM/XKBqLTaPisb0OOxqbTuEII/t5FG1IUy1lI3t7eTJs2jSVLltCkSRPeeust3nvvPapXr+7pqhULjRo14rPPPnOti5NTxHu9KLh58+Y5rvHy66+/ug3bjRgxgjp16jBs2DCMRqOrvEmTJmzYsCHb42fMmOGW06JWF8uPlxBCiHwqH6qnUblgdJevMZGBPtxTNbzIgxcoJj0wzz//fLayatWqsWjRIg/Upvjatm0bJ0+epFevXmzcuJGyZcvm6zzPPvssffv2xd/fnx49eriSeNevX8+PP/7odt/Ro0fz2WefMXToUGbMmEFAQADPPvssAwYMwMfHhx49emC1Wpk/fz5r1qzhscceK4iXKoQQophSq1XXvV1k9fDIs4p8qVmzJps2baJVq1b89ttvvPnmm/k6T1RUFPPmzWPHjh20b9/elfQ7f/58QkNDs93/5Zdfpk2bNgwZMoTU1FRKly7NzJkz2bBhA23atKFLly6cO3eOefPmyQaZQgghioTKWdIWQskju93Onj17aNSoUY6zkE6fPk3lypVlBkw+OZ1OTCbTdXNgrkfeg/y53udaFC5pe8+QdvccT7V9Xp9XemCEEEIIUeJIACOEEEKIEkcCGCGEEEKUOBLACCGEEKLEkQBGCCGEECWOBDBCCCGEKHEkgBFCCCFEiSMBjBBCCCFKHAlghBBCCFHiSABTgqxfv54HH3zQtat0lpEjRzJ9+nQP1UoIIYQoehLAlCD3338/QUFBbhsu7tq1i4MHDzJo0CAP1kwIIYQoWhLAlDBjxoxh6tSpGI1GAD766CNeeukl2U9ICCHEHUUCmFuQarJwMs7Af+eSORlvINVkKfTnrFevHnfddRfTp09n9erVWCwWHnroIdfxTZs20atXL+rXr0/btm359NNPsViu1GvJkiXcddddtG3bljVr1hR6fYUQQojC4OXpCpRUl1IyGP3TPjYdT3CVtakezoe9G1Am2LdQn3vUqFH06NEDvV7PBx98gFqtxKF///03kydP5t1336Vu3brExsYyZcoUXn31VaZMmYLRaOSbb75hxYoVJCUlsW3btkKtpxBCCFFYpAcmH1JNlmzBC8DG4wmM+WlfoffElCpVikceeYRKlSpx9913u8o//vhjPv30Uxo3boxOp6N8+fJ89NFHXLhwgUOHDqFSqfDy8kKv11OrVi0GDx5cqPUUQgghCov0wORDgsGSLXjJsvF4AgkGC0F6XaHWoUqVKphMJtft5ORkjh8/Tq9evbLd1+l0cvDgQerUqcPQoUPp06cPo0ePpn379oVaRyGEEKKwSACTD2mZ1useT7/B8cLgdDoJDw9n8+bN171f//79adGiBWPHjuXw4cOMGDGiiGoohBBCFBwZQsqHQB/tdY8H3OB4YQgNDSUwMJB9+/a5ldvtdsaNG+eatQRQtWpVZsyYwezZs4u6mkIIIUSBkAAmH8L9dbSpHp7jsTbVwwn3L9zho9y8/vrrjBo1iq1bt2KxWDhz5gwvvvgiRqMRPz8/Tpw4wVdffYXBYGDjxo2UKlXKI/UUQgghbpUMIeVDkF7Hh70bMOanfWy8ZhbSpN4NCj3/JTft27dHrVbz8ccfc/z4cUJDQ+nZsyfPPfccAOXKlePChQu0bt2acuXKMXHiRI/UUwghhLhVEsDkU5lgX6b2b0yCwUJ6ppUAHy3h/roiC1569eqVY8Ju27Ztadu2bY6P8fHxYeLEiRK4CCGEKPEkgLkFQfqiC1iEEEIIcYXkwAghhBCixJEARgghhBAljgQwQgghhChxJIARQgghbhd2GySeAGP8lbKk05AW7bk6FRIJYIQQQojbgd0GMXth2r3w+3gwJULiSZjdBX588rYLYmQWkhBCCHE7sBjg1EawmuC/eUovTPQeSI8BixEyUyCwtKdrWWAkgBFCCCFuB77B0PQJsFvgrwlw7Del3DsABq+G8JoerV5BkyEkIYQQ4nahD4WG/UB11eW9TBMIKgfq2+uSf3u9mtvchAkTyMzMzPFYhw4dSEpKKuIaCSGEKFYST8KszuB0XCk7/Tf8/g4YE3J/XAkkAUwJcvjwYf73v/95uhpCCCGKo4wU2PYNpEcrw0ZPb4J2byrH9ixQym8jkgNTwqxbt4769eszaNAgT1dFCCFEceIbDG1fB2sGtBwOUfUuDx1poHRDCKvm6RoWKOmBuRUZyZBwDC7sgoTjyu1C9vbbbzNlyhR27tyZ632OHDnC0KFDadiwIS1btmTs2LGkp6cXet2EEEJ4mH8kdHoPouorOS/6UGj2JFRqDVpfT9euQEkAk1+pF+GHJ+HL5jDzPviyGfw4VCkvRLVq1WL8+PG89NJLxMbGZjt+4sQJhg4dSseOHfnnn39YtmwZNpuNJ598EovFUqh1E0IIUQzoQ90TdvWht13wAhLA5E9GMqx4Dk796V5+8g9Y+Xyh98R0796dHj168Pzzz2cLSiZPnsyIESPo378/AQEBlClThgkTJhAcHMyyZcsKtV5CCCFEUZEAJj+M8dmDlywn/3BfwrmQjBo1ioCAAN5//3238h07dtCjR49s9+/Rowc7duwo9HoJIYQQRUECmPzITLu14wVAo9HwySefsGXLFn744Qe3Y+oc5vqr1WocDke2ciGEEKIkkgAmP3wCb+14AQkODuarr75i8uTJrjVgmjZtyrp167Ldd/Xq1TRv3rxI6iWEEEIUNglg8sMvAqrel/Oxqvcpx4tIzZo1GTduHBkZGYAytPTJJ5+wfPlyDAYDMTExvPvuu1y4cIHevXsXWb2EEEKIwiQBTH74hsBDU7MHMVXvU8p9Q4q0Ol27dmX48OGAMktp2rRpLF++nHvuuYcePXqQmZnJnDlz8Pb2LtJ6CSGEEIVFFrLLr6Cy0Oc7JWE3M00ZNvKLKNTgZd68ebkeGzVqlOvnunXrMmfOnEKrhxBCCOFpEsDcCt+QIu9tEUIIIYQMIQkhhBCiBJIARgghhBAljgQwQgghhChxJIARQgghRIkjAYwQQgghShwJYIQQQghR4kgAI4QQQogSRwIYIYQQQpQ4EsCUMBcuXOCBBx4AlJV5ZX8jIYQQdyIJYEqwsLAwKlWq5OlqCCGEEEVOthIowbp160a3bt08XQ0hhBCiyEkPTAmyYMECOnXqxPHjx6lTpw6rV69mzJgxAPz888+8++67zJ8/n3vvvZcWLVowbdo0ABYvXkz79u1p2bKlqyxLfHw8o0aNolmzZjRu3JhnnnmGU6dOFflrE0IIIW6GBDAlyGOPPca6deuoXr06hw4dQq12f/v++usvDh48yKpVq/jpp5/4+eefGT9+PHv37mX58uX8/PPPrFixgh07dgBgMBgYPHgwTZo04a+//mLTpk3cd999DBkyhEuXLnniJQohhBB5IkNItxG73c67776LVqslODiY3r17s3DhQv744w+8vLwICgqid+/e7Ny5kxYtWrB48WLatWvHY4895jrHI488QkZGBrNmzeLtt9/24KsRQgghcicBzG2kSZMmaLVa1+3Q0FAaNWqEl9eVtzk4OJijR48CsHPnTjZv3sz333+f7VwNGjQo/AoLIYQQ+SQBzG0kMDDQ7bZGoyEoKMitTK1WY7fbXbe//vpr2rRpUyT1E0IIIQqK5MDcRjQaTbayq3tfrtW0aVM2bNiQrfynn35iy5YtBVo3IYQQoiBJAFPCqNVqrFZrgZxrwIABbN26lenTp5OcnIzBYGD+/PlMmTKFatWqFchzCCGEEIWhWAcwycnJvPrqq7Ro0YJ27doxa9YsT1fJ4yIiIvDy8qJZs2a3fC5/f3/mzp3LkSNHuP/++2nbti3//PMPc+fOJTIysgBqK4QQQhSOYp0DM2bMGOrVq8dff/2FyWRi7NixhISE0LNnT09XzWO0Wi2//vqr63aXLl0A6NWrF7169XK7b17KoqKi+PTTTwuxxkIIIUTBK9Y9MDt37uTpp59Gr9cTHh7OwIEDWb9+vaerJYQQQggPK9YBTLt27fj4448xGAxER0czbdo0wsPDPV0tIYQQQnhYsQ5gxo4dy7p162jatCnt2rUjPj6ekSNHerpaQgghhPCwYpsDY7PZeOaZZ3jggQcYNmwYJpOJuXPnkpSURFRUVJ7Pc/WaJ1eXOZ1O1z9x87LaLb/tl9X2drs9x/dI5CyrraTNip60vWdIu3uOp9o+r8+nchbTK/jvv//O/PnzmTNnjqvMZDIxYMAAli5dik6nu+7j7XY7e/bsyfW4l5cX5cuXx9vbu4BqLG6G2Wzm/Pnz2Gw2T1dFCCFEMdSoUaMc1zfLUmx7YE6dOpVtqrBerycgIIBjx45Rr169PJ2nfv362RogMzOTs2fP4uvri4+PT4HV+U7idDrJyMjA19cXlUp1049Xq9VotVqqVasm78FNsNvt7N+/P8fPtShc0vaeIe3uOZ5q+6znvZFiG8CUL18+24wjs9nMqVOniIiIyPN5NBpNtobXaDSoVCrXP5F/+W3DrMfl9P6IG5N28xxpe8+Qdvec4tr2xTaJt0OHDhw8eJAFCxZgMBiIjY1l9OjRNGrU6KZyYIQQQghx+ym2AYy3tzfffvstf/75J/fccw+PPPIIYWFhTJo0ydNV85iBAwfmqVvtdntuIYQQ4lrFdggJoFKlSnz33XeeroYQQgghipli2wMjhBBCCJEbCWBKuDFjxvDbb7+5lV24cIEHHnjA7ecTJ04wcOBAGjZsSK9evTh48KDbY5xOJ3PnzqVr167Ur1+f9u3bM3nyZEwmk+s+FouFCRMm0LJlS+655x7mz59f+C9QCCGEyIEEMLcgLS2NM2fOcODAAc6cOUNaWpqnq5SjlJQURo8ezauvvsr27dvp378/I0aMwGq1uu4zfvx41q1bx6RJk9i9ezcLFizAZDK5rXz83nvvERERwd9//83s2bP54Ycf2LhxoydekhBCiDtcsc6BKc5iY2N577332LZtm6usVatW/O9//yt2s6Ti4+P56quvaNiwIQCPPPIIS5Ys4fDhwzRo0IAjR46wZcsWVqxYga+vLwBlypRh7NixxMfHu87TsGFDhg0bBkCNGjUYOHAgf/31F23bti36FyWEEOKOJj0w+ZCWlpYteAHYtm0b7733nsd7Yq5dXDkyMtIVvGSpWLEiCQkJAGzdupWOHTu6gperXb3mTqdOndyOlStXzi3AEUIIIYqKBDD5kJSUlC14ybJt2zaSkpKKrC5arTbbcvwGg8HtdkBAQI6Ps1gsAHnej+ja83h5ebnOIYQQ+WLNgOSzkJmq3HbYIekUGOXLkbg+CWDy4doA4WaPF6SIiAjOnz/vVrZu3Tq322r19d/m5s2bs27duhzrHRcX5/pZVi0WQhQoawac+humNIK9iyEzDWL2w7R74Y/3JYgR1yUBTD74+/vf0vGC1LZtWxYtWsSBAwewWCz8+OOPN51Y27BhQ5o2bcrQoUPZt28fFouFixcvMnbsWN58881CqrkQ4o5nNsC+JeB0wJrXYc1omNMdLAY4sR5sZk/XUBRjEsDkQ2hoKK1atcrxWKtWrQgNDS205+7bty916tRx/atevTojR47k2Wef5a677mLPnj1MnDjxps87adIk2rdvz8svv0yTJk0YNGgQISEhfPnll4XwKoQQAvCPgK6ToHYP5fbehUrwElgWBv8CQeU8Wz9RrKmc12Z83ibsdjt79uzJcTvuzMxMTp8+TeXKlfO9E3JJmoVUGJxOJyaTCb1en6+hpYJ4D+5E1/tci8IlbV9IHHa4+C981/FKWauR0P4N8A6QdvcgT7V9Xp9XplHnU1RUFBMmTCApKQmDwYC/vz+hoaEEBgZ6umpCCFEyOOxKzsu8h93Lt30FIRWhYT/QFt2QvChZZAjpFgQGBlKpUiXq1atHpUqVJHgRQoibkZEMv71xedioDLyw58pw0h/jwWq67sPFnU16YIQQQniGXzj0ngm/vgJdJkJoZeg+GXR+0HI4+EXCbZnkIAqCBDBCCCE8J6gsPPwN6C9PfvCPhM7vg08wqDWQhzWqxJ1JAhghhBCepb9m5qY+zDP1ECWK5MAIIYQQosSRAEYIIYQQJY4EMEIIIYQocSSAEUIIIUSJI0m8JcjAgQPZvXs3TqcTb29vIiMjadWqFcOGDaN8+fIA9O7dm4cffpiBAwd6uLZCCCFE4ZEemBJmyZIlHDp0iH/++YfPPvsMvV5Pnz592L9/PwCVKlUiLEwy+IUQQtzepAemBFKpVPj7+1O3bl3Xv1dffZXVq1fzySefeLp6QgghRKGTHphbkJSUdN3bReXBBx8kPDycf/75h6effprt27cDV4acJkyYQMuWLbn77ruZPXu263E///wz7777Lr///jvdunWjcePGjBgxguTkZLfzr1ixgm7dulGvXj06duzIrFmzyNoDdPv27QwfPpxXX32Ve+65B5NJlv4WQghR+CSAyafz58/z6quvcv78edftUaNGuW4XtQ4dOvDvv/9mK3/vvfeIiopi48aNzJ49mwULFvD333+7ju/YsYOFCxcya9Ys/vrrL8LCwhg/frzr+JIlS1i8eDGffvop//33H19//TWbN2/m448/dt1n+/btVK1alQ0bNqDX6wv3hQohhBBIAJMvSUlJjB07ln379vHMM8+wa9cunnnmGfbv388777zjkZ6YqKiobD0nAA0bNmTo0KF4e3tTs2ZNhgwZwl9//eU6Hh8fz5dffkmpUqUICgpi9OjRbN68GafTicVi4auvvuKrr76iVq1aaLVaatSowTfffMPq1atdz6fT6XjqqafQ6XRF9XKFEELc4SQHJh9CQ0N59913eeaZZ4iNjeWZZ54BlCBi/PjxhIaG3uAMBS81NRU/P79s5Z06dXK7XbFiRbZt2+a63bp1a7deE39/f7y9vTEajZw+fZq4uDjatm2b7bxOp5Njx46h1+upWrUqWq22AF+NEEIIcX0SwORT+fLlGT9+vCt4ARg/frxrOnNR27FjB506deLUqVNu5QEBAW63tVotFosl1+Og9Khk3adBgwYsXbo0232cTicmk4n9+/fj7+9fEC9BCCGEyDMZQsqn8+fP884777iVvfPOOx7Jgdm3bx+7d++mQ4cO2Y6pVKrrPlatzv0jUKNGDS5dusSlS5fcyo1GI+PGjcPhcACg0WjyUWshhBAi/ySAyYesHJjY2FiioqKYNm0aUVFRxMbGFlkOjNVqJTo6miVLlvD000/zzjvv4OvrW6DP4e3tzYgRIxg5ciT79u3DYrFw5MgRhg8fTkhIyHWDHyGEEKIwyRBSPmTlwLzzzjuuYaNp06YxduzYQs+B6du3L06nE5VKRWhoKPXq1WPKlCk0b968UJ5vwIAB+Pr6MmbMGM6dO0fp0qV5/PHHGTRokEyZFkII4TEqZ9aCHrcZu93Onj17aNSoUbYhjszMTE6fPk3lypXx8fHJ93MkJSW5BSvX3r6dZeXA6PX6Gw5T5aSg3oM7zfU+16JwSdt7hrS753iq7fP6vDIGcAuuDVbulOBFCCGE8DQJYIQQQghR4kgAI4QQQogSRwIYIYQQQpQ4EsAIIYQQosS5owOY23QCVokgbS+EEIXEbr3+7dvEHRnAZO3bI+uYeE7WVgUyLVKIAuJ0gt3m6VoIT0s6Bac3gTVDuZ12CQ4uh4wUT9aqUNyRC9lpNBqCg4OJi4sDyPdaJncyp9OJ2WxGrVbfdNs5HA7i4+PR6/V4ed2RH0EhCk5mOqSeg91zIfU81OgKVdtDsGf2ZRMelHQa5nSH9BjovwhKN4LFj8Ol3dDpA2j8OPgGe7qWBeaOvXqUKlUKwBXEiJvjdDqxWq1otdp8BX9qtZoKFSpI4CjErTAb4MAP8MvLV8qOrgb/KBiyBsKqeq5uouh5eYN/KaXXZVF/CCgNaRdBpYawasrx28gdG8CoVCpKly5NZGQkVuvtOT5YmOx2O0eOHKFatWr5GgbS6XSyl5IQt8oQC7++knP52reg13TwCSz6egnPCCwD/RbAwr4Qs08JXgD6LYQqbUFbsPvledodG8Bk0Wg0koeRD3a7HQAfHx9pPyE85ewWJfclJ8d/g4wkCWDuSNf2bN+ePd3yFVgIIUoqizH3Y04nOOxFVxfheWmXlJyXmL3KsFFAaaV8cX84vfFKYu9tQgIYIYQoqSrdk/uxUg3AJ6jo6iI8z2YGQ7QSvPRbCMP/gtKNwemAhGPK8dvIHT+EJIQQJVZgWajbGw7+5F6u9oLuk8Ev3DP1Ep4RWhme+EWZjVTpHiXnpf9COLMJqne+rWYggfTACCGuI8VkIcFw5VtbhtXudrs4s9jsJF5VV6fTSZKxZNQ9z/Sh0PVDeOgrZZaJT7AyjXr4X1CqoadrJzwhrCpUaXMlYTewDNTtddsFLyABjBAiF6kmC0t3nWfCr4dJMJjJsNrZciKBp+ftJjq1eI+lW2x2dp1NZtCsHVxKycDpdHIs1sAj07ZyIs7g6eoVLP9IaPK4Mm16xFZl5lGp+qD18XTNhKdodNfc1nqmHoVMhpCEEDk6k2hiwuojrtsd60Tx3MJ/cTjhyz9P8EbXWvj7FM8/jAazjaFzdpFhtTNkzg7e71Gfp77fRWqGlRELdrN4eCtC/W6vNTHwj/R0DYQoUtIDI4TIUcUwPWO61ALg5/8uMmKBErw0Kh/M8x2qFdvgBcDf24uZTzTDS63iaIyBR77dSmqGlTA/HV8/1uT2C16EuANJACOEyFGwXkf/lhW4t/qVRFAvtYrvnmhGqaDivSCWzktD80ohvNalplv5zCeaUS0ywEO1EkIUJAlghBA5yrDa2XUmic0nElxlNoeTDy7nxBRnTqeT0wkmvt5w0q18zM/7uJRSvPN3hBB5IwGMECJHJ2INDPt+Fw4nNCwXxDNtqwDKcNK3f58kPbP4bsGRYLDw6OVho1A/Hf97oI5rOOnpebvcZicJIUomSeIVQuSodLAPPRqW5VSCgWkDm6LXeRHsq2POljM81rIiAcU4B8ZHq+b1LjX5ZN0xlj7digqhftQqFcDw73cx9sG6BPjKnz4hSjr5LRZC5Cjc35u3HqiNzeGkVKAyJbdfi/L0alKWyMDiPUU3wEfLQw3L0LluKcL9lYTd5pVC2DS6A/4+GnSyf5cQJZ4EMEKIXGVd/LME63W53LP4CfDRcnW6rs5LQ6iXBC5C3C4kB0YIIYQQJY4EMEIIIYQocSSAEUIIIUSJIwGMEEIIIUocCWCEEEIIUeJIACOEEEKIEqfEBDAXL15k2bJlnq6GEEIIIYqBEhPAfPDBByQkJNz4jkIIIYS47ZWIAObvv//m/PnzDBkyxNNVEUIIIUQxUOwDGIvFwoQJExg3bhxeXrJwsBDiNmGMh8ST4LArtzNSIOkUWEwerZYQJUWxD2BmzJhBs2bNaNq0qaerIoQQBcMYD+vHwbTWEL0XMtNgzwKY2hRObZAgRog8KNYBTHR0NNOnT+eff/6hefPmfPjhhzgcDk9XSwghbo3NDKf/AqsJ5nSHX1+BtW+C0wEHl4HV6OkaClHsFesxma+//pq7776b999/H5PJxCuvvMKCBQsYOHBgns9ht9sLsYZ3rqx2lfYtWtLuBUeVmYoqMwmnXymcWl+wZaJOj8bpG4LTJzjb/Qu07f1Lo35iFaq5D0LqBdj/AwDOur1wdvoAp08oyHsMyGfekzzV9nl9PpXT6XQWcl3y7e6772bNmjUEBQUBcOzYMV566SVWr159w8fa7Xb27NlTyDUUQpREZUL1RJz/Da8N47H2nEVqeBOCkg+g/XEgtntfJ7FqLy4kGAq1DuUigwjfNx3Nzm9dZdYnVnMyMwSjKaNQn1uIkqBRo0ZoNLnvIF9se2CSkpLQ6/Wu4AWgevXqxMbG3tR56tevf90GEPljt9vZv3+/tG8RK2ntrjKng9UAKg1OfQSoVJ6uEgBqUzxs+A2cTrTLniSsQV9U+5aC04Hm+Foimz9JeLlqbo8pyLZXmdNQ7V2E6qrgBUC76BFqPvELjuoNQFWsR/iLTEn7zN9OPNX2Wc97I8U2gAkODiY1NZXU1FRXEHPixAlKly59U+fRaDTyoS9E0r6eUezb3ZoBCcfg9/Fwbiv4RcBdz0HdHuAf5enaQUAp6DMHfhwM57ah2rtYKS/dGFX/hRAQRW6tWyBtb8uEDR8oP9ftBR3HwZxukHoB1bq30Tz6PfiF39pz3GaK/Wf+NlZc277YhvhqtZqePXsyZswYEhMTOX/+PG+//TaDBg3ydNWEEDcSvRdmtIeTfyiJqilnYc1rsOoVMBaTBSl9g6HJYPeyJgMhh/yXAucfCUNWQ+NB0HUShFSEJ36BWt2h90wJXoTIg2IbwAC8+uqrlCtXjgceeIAnnniCrl278uijj3q6WkKI6zEmwOpXr6xvcrWjv0DapaKv07WsGXD6b1gxwr189Sg4sR4shTwLSK2BqHpw/3glmAEIrQwPfQWBZQr3uYW4TRTrAEan0/HWW2+xdetW/vzzTwYPHuzpKgkhbsScBjHXGb8+s6no6pIbixHWjFGmLZdpAqOOQIVW4HTCb28oAU5hU2tAH+pepg8p/OcV4jZRrAMYIUQJpNJcPwHVO6Do6pIbv3AYuAxq94B+CyCgtJITU6cnDP5FhnCEKAEkgBFCFCx9mJLLkROVGiq1Ltr65Ca0Mjz0xZUhm8DS8MBnEFrFs/USQuSJBDBCiILl7Q/3v5dzLseDX1zJ+SgOfK8ZspEhHCFKjGI7jVoIUTxY7HaSDFb8vDUE+GgBuJhswkerIczfO+cHhVaGoevh7BY4uhqCykOj/hBUAXT+RVh7IcTtSnpghBC5stjt/Hc2hTYfbWDV3ksYzTaOx6bzwNR/+OKP4yQazLk/OKgcNHgUes+CTu9BZB2ld0YIIQqABDBCiFwZMm3M2XoGi93Bm8sO8PHaozz67VaSTVZW7b1EpjUPe5aob58/M5UiA1DHHbyyW3Tm5RlXpmTPVkyIO9Dt85dFCFHgQv28efehunSsreStzNlyhmSTlRC9liVP30XZEL2Ha1h0VBlJBO39FtX0NsoCfZmpys7R01rDru8kiBGiiN1SDsypU6fYtWsXAM2aNaNKFcneF+J2ExHgw6uda/L74ThX2cONylIm2NeDtSp6KocNTcx+Za2YpQOhemc49pty8MIuZRVfIUSRyXcPzHvvvcfQoUM5ePAgBw4c4Mknn+S9994ryLoJIYqB47Hp9J++za1s9pYzrNxzkfRMq4dqVfQcfpGYHvgaZ/mWShCTFbzU6Hp5dlUx2ONJiDtIvgKYmTNncvjwYVatWsX48eN59913WbVqFYcPH2b69OkFXUchhIckGS38b8UB17DRmhfvdQ0njVt5CKPZ5uEaFq2UDDvU7OpeWKdH8VicT4g7TL4CmMWLFzN27Fj8/a/MKAgICODtt99m8eLFBVY5IYRnhfrp+PTRRrSsHMqSp++idulAJvaqT7f6pZg3tAWhfjpPV7HIqCzpRMb9g+r3cZcLLv/5XPEsnPzzSmKvEKJI5CuAiY+PzzHfpVq1aiQmJt5ypYQQxUeZYF++ebwpNaKUXoaIAB/e61GPxhWC0XlpPFy7oqOyW9Bu+Uy5UaMrvHocyl/eP2nDhMLfAFII4SZfAUytWrU4ePBgtvL9+/fToEGDW66UEKJ4ubanJczf+44KXgAcvmFk9vsRZ9MnlZwXv3B4ZDY0ehweWwL+EZ6uohB3lHwFMK+99hoffPABsbGxrrKYmBg+/vhj3njjjQKrnBBCFCfH4i04O74DAZcTdgPLQJcJykrDQogila9p1DNnziQlJYWuXbvSuHFjAP777z/Cw8OZMmWK232nTZt267UUQohiwGq14tRdk7DrE+SZyghxh8tXAPPkk08WdD2EEEIIIfIsXwFMixYtCroeQgghhBB5lucApk+fPlSqVInJkyffMM9l4sSJt1wxIYQQQojc5DmA6dGjB2FhYQC0adMGdS4btKlUqoKpmRBCCCFELvIcwAwceGWfj9dee40DBw7keL8WLVrQqVOnW6+ZEEIIIUQu8hzAPPjgg66fbTab2+2ryyMjIwumZkIIIfIn8SQ4bBBRU7mdHgNpl6BUPdDcOasni9tbngOYrOnQTqeTzp075zg9Wq1WExEhizl5gsVmd1tYzGK3o9PcWQuNiZIrwWDGz9sLX63ymU00mNGoVQTri9fFNreh82Il8ST89SE07AenNymBS1RtcNiVoKZ0I/AqXu0qRH7kOYApW7as6+e33nrL7bbwrLQMK38djaNZpVDKBPtittrZeSaZUkE+VIv0v/EJhPCguLRMRi3dy+B7KnF3tXBMZhtT/jhOmWBf+jUvT5CnghhjPNgsEKT8rVOZ06hXKRycDqA4fzlwQtX2sPBRJWDJEl4DHv0enHbPVU2IApSvrxMDBgwo6HqIfErLtLJq7yVeWLyHwbN3EJ2awfbTSQyevYO+327lVLzB01UUIldGs41pf59k04kEhn2/i7+OxvHFH8eZu/UsE9cc4Vichz6/xnj48wOY1RmSToM5HdWBn9BOuwt13CFwODxTr7xQecGqF92DF4CEY7DpU2XvJiFuA/laB0YUHz5eaiqH+6HVqDgWa+ChqZtJNlmwOZxEBnrjoy3O3xTFnc7P24vhbarw77kU9pxP4dn5/7qOjWhX1XM9iJlpsG8JWE0w90Go2xPVlsurjG//GjpPAH2YZ+p2Ixd3gd2S87GDP0OHt0FXsWjrJEQhKAEDuuJ6dF4amlUKYe6QFqhUEG8wY3M4qRbpz3dPNKdMsK+nqyjEdZUK8uW7J5rh7XXlz1HzSiEMb1OFEE8NHwVXhMG/gFYPqefhcvDirPUg3PMyaP08U6+8MMTmfsxhA4e16OoiRCGSAOY24HSCzeF06xl2OJ1IR7EoCZKMZr744zhm25Vhmd1nk9l9NpkMqwfzNXyCoFY3tyJVm1GoFvWFc1tz7+XwtDJNcj8WWgW8fIquLkIUIglgSjiz1c7200k8OWcnAKUCfdBqVJyKNzJ49g4upmR4uIai0BkT3C+mhjgwp9/4cRYjGOKv3LbblHMVoiSjhUSD2e32nC1n+X7rWQAGtqpAw3JBOJww7PtdHIlOy34Shx1SL0DMAYg/Wjh1thrh+B+w/0f38iUD4YHPIbhC7tORjQlKHbMY4sBiuuFTxqZlcjQmjaMxacSmZea/7qGVoeI9OR/rPAGCyik5PIX8Xhe5zFRlBlbMfkg+C7b8taHJbONsopGDl1I5m2jEZLHd+EHFhcWgfN6yFMHvtCdJAFPCWewOolMzsDmc1C4dwPKR9zB3SAu0GhUpRisWWzFONhS3LuU8fN8DLlzOe0iPgeUj4Miv1w9iLEY4vg5+fFJ5jN0Gl/6DuQ8of/wLQbLRwoxNp/hqwwmSjGYMZhs7TyfRuloYpQJ9GNGuKqM61eTbgU1pVD6YDrUiKRdyzRBoRgrsWwrTWsO0e+CrFjC/F8QdKdjKmpJh7Wjl5+qdoO9813CSc/u34BuS8+OSTsOcbhCzTwli0i7B0oFw+q9cgxiz1c62U4n0/mYLnT/fROfPN9Fn2hZ2nE7EYstHD1RAKeg9E+55Ebwv75wdUUt5DVH1lOAl7iDM7qpc8G8HqRfg52HwZVPls/FVC/j7I/cAPQ9i0zIZv+og933yN92n/MN9n/zN2BUHby2gLCoWgxJ0//gkpEUrv9PRewr1d9rTVE7n7ZmSbrfb2bNnD40aNUJzm6+Hkp5p5Z/jCTQsH0yZYF8sNjv/nUshIsCbKhGFkwR5J7VvceLW7pY0JVg5ulrpDei3ELZNg5O/K3d+4T9lyCAnqRfg8/rKlOBK98K9o2Bxf7BmQJV20Gc26EMLrN5Op5ONxxJ4YvYOAIbcXYk6ZQJ57cd9lAnyYc6TLQjVawkPUIY3YlIz0aghIuCa4Y7j62FBn+xPoA+F4RshuHzBVNhigpN/KMFSnR6wcwbc/QL88xnOntNQhVSBa9eEMSbCkgFwbhvo/KD/EvjzPTi/HdRe8NIBCCyd7amOx6bT9YtN2Bzuf4q1GhVrXryXapEB+XsNdqvybdyWAcfWwq7vQOcPnSfCon5gTlPWhHn8J/ALz99zFIEb/q0xxMGCR5SL9bXajlE+23lY9yY908qbP+9n1b7obMe61y/NxF71CfTV5uMVFJGrf6crtoY2r175na7cFh6Zc9O/0576O5/X55UemNtAgI+WjnWiXAm7Oi8NTSuGFFrwIooJ3xDo+hGEVVN6Xxb0uRK8PPwN6K+zqKRPMPT+DlQqOLMJ5j2s/KELqQQPTinQ4AWUPdIalAvi6TZKQDV7yxle+3EfAFUi/An2vRK8AJQK8skevBjj4fdxOT+BKQnObi64Cmt9IaI21OoOy55Wenh2zIDWL6P6/mHIaSq1X5jS7kHllB6uuQ8owYtKBY/MVXJqrmG22Zm56VS24AXAancy+58z+e9F1WiVNWwCyyprwCSfgei9Sg+ROQ38o6DPd8U6eMmTtEs5By8AW78EQ0yeTpNgsPDL/uzBC8DqA9EkGs05His2rv6dPvvPld/p4IrwUMH/ThcHEsDcJrQa97fSSyNv7R0huDwMWuFe1nAA1H4QfK7zzd3bH6p3hmZPuZcPXA4hhTPFNsRPx7PtqlK/7JULub+3F1P7NyYyMA+JpTaLMvSRm4IMYBx2yExW1lPxCYSh63B2+xh+eUmZ5WNOc89zyRJaBR7/2b3srhegagfQ6bPd3ZBpY++F1FyrsedCCkbzLeZgaH0v97K97l7++E9K8FvSJZ7I/ZjFoPzLg9QMS65L5DidkGIq5rO3vP2hRmdoPsy9fNBy5YvJbUiuckKUZOkxsPJF97IDPyqJjNebJWO3Kb0Ie+a7l694TjlnITCabfx1NJ79F69csA1mG1P/PE5SXr7dqjUQdJ0hoojaBVDLyzReULqxMpV6yG8QURNHSBXM/ZfjHLQSyjUDrxyGE9Iuwcrn3ct2zYSEozkGPL46DRVCswc2WSqG6vHR3eKfaYcDEo/Dtq/cy1eMhNSLt3bu4iDwOqvCq72U3KU88NNdf1k0f+9ivmya3QZxh+G/ee7lK54vtN9pT5MARoiSypQEa9+6MmzU/i0Iq6oELt/3UBJ8c5N2Eb5/8Mqw0X3vXOl6/uVlMCUWaFWdTid7z6fw0pI9ANxdNYyBdyk9PbM2n2HJzvM3nu0RUArufS3nYxod1OxSgDXmShCTtSEicCzJgaNs05xnIBkTlKAga9jo/veUi6vFCHO653gR0eu8eLZd1Vyr8HTbqvhqb/HCaYyF2VcNG3X6QAkGo/fCT0NL/iyVkIoQWCbnY/UfBb+87c8X5u9Nk4rBOR5rVD6YMP9ivn9U+kVl2NKaocySu2/cld/pVS8pOVq3GQlghCipfEOURD3fEOjxNbQaoQwBhVWFFsPBNzj3x3oHwF3PKcHLoJXQ8mll/NwnCNq/CT65zLLJJ5VKRfUof9rXjOCequF83rcRr3SswdNtqlApTM+DDcugv8E3YABqdVVem0p1pcwnSBkOCSpXoHUGlCDmKhaLBVS5JBX6hiiBoHcAPDofWgxTenACyyqJpDkMIQFUi/Dng4frobtq2NfbS83EXvWpElEAC+Z5+UK7N5TgZfBqZYih/xIlobfT+0ruREkWWEb53F/bO1elPdz3PyWhOg9C/XR80bcxtUu7D73WKhXA1P6NCfXzLqAKFxJdINz1vBK8PLEKWg6/8jvd4a3cZ86VYDILSeSLtK9nZGt3p1P5Bu3lcyXnJS1amXVxo6XuTUlKb01AKeW22aCsneEbmn2GTQGJS88EJ66cl2SjBYvdQVRecmCyZKYpCb1JJ5WLcHB58C+dLdgoaHn6zDvsylRvre+VgCU9Vnk/rnMBybDaSUg3cybRiEqlomKonoiAAtwKJCMF7GYliAHlW7rFpFzcCrndblWe/9akRStDeMZ4pVfGL1JJrL5JCelmYtMziUnNpFSQD1EBPoQHFPPgJYspWXmfC+h3urjPQiren1whxPWpVOB/TRd5DlN1c3TtrARvf+VfIYq8ZmZRiF8+uuV9ApV/YbkPvXiMWpP9ohkQdcOH+Wo1lA/VU/46+TC35NreOK2v8u92Elg675/96wgP8CY8wJu6ZbLPGiv29NcEyUXwO+1JMoQkhBCi2ErJsOHjeyXYSjSYyfTkFhOi2JAARghRdIzxkH7VWhsZqdfffFDc0WJSM3h+0X9Y9BE4nU4SDGbe//UwW04mShAjJIARQhSRrIXoFjyqTN/NTIO9C+HbNtdfy0MUnmu3N7AYPVOPHCQbLfxvxUG2nExk4Ox/ORht4L1Vh1j230WemruTuJKwvL8oVBLACCGKhiEO9i5S9gla1A82T4HfxijTi7d/q/TGiKJjTIQd316Zbp+ZBod/UdYSKQZC/HS81a02UYHeGMw2eny1mRV7LwEwpmstgvTFfFqzKHQSwAghikZoVRiwVEl0jdkHmz5Wyuv2gjavgW8JTJosqUxJsPkzpUdsfk9l9s6hFbBseLHa5LFSuB9Ln77LrezhRmXo36ICQcV5XyJRJCSAEUIUDa0PlGsO1TpdKVOplP2c/CM9V687kc4fanRVFuRLOA5ftYSVzynHyrdUjhcDCelmPlt/zK3s98NxnEs04chh/yhxZ5EARghRNDJSYM8iOLbmSpnTCQt63x5L2pckXjolmBy4TLltTlP+r9RG2fgvD1O/C1uy0cLkdUdZvkcZNhp4V0XXcFLf6ds4l2S6wRnE7U4CGCFE0Ui9AL+NVn6u2xP6zruypP2f70Om5MAUKVsmJJ5yL0u/qGyaWQwE+HjRv0UFfLUaxnSuzmudarBk+F1EBXrTpV4U/j6yjNmdTj4BQoiiEVQeukxS9grqOgm8A5WcmD8/gA5vK6vCiqKRmabkvKy6vPFkZG0l7yXxJMx7WFmaP/g6G2cWAS+NmrplAvnz1bakJSXgp9MQ6Kvj52fvxlurIdy/hKyOKwqN9MAIIYqGbxA07KcEL/6RSk5Mxdbw2FIIus6OwiWZw65METfGXylLPqMkzXqSSgWqy3/+a3RR9s4ZuFzJiVEXn++1Xho1kf46DElxrrKyIXoJXgQgPTBCiKKUbUl7H+Xf7chhh5j9MKcb1O6hbJxoToU5D0BAGej7fe67KBc27wCo85Dy/JF1lB2bfYKUzR4DSnm890WIvJAARgghCoPFCGc3K//vXQimRIg9AGkXITMFMpI9F8CAEsRUaXdlZ2+NDso1c9/pW4hiTAIYIYQoDD6B0GgA2K3w+ztwfK1SrvODwb9CRC3P1g+yBysSvIgSRHJghBCisPiGQL3e7nklpRpAcAVlBpYQIt8kgBFCiMKSdApmdwGH7UrZua2w9m33xF4hxE2TAEYIUfRsZog/quzHA8qCdgknlH2RbheZabBjprL+jc4Phv8N941Tju1brJQLIfJNcmCEuI5ko4UQvyubxiWbLISUxE3k7BYwp4M+7EqZKQn0oUVaDafTicpuUXoh5vfG2XkiqgaPKNOKZ3eDMo2h5zRlJkxJ5xMIrV9SknibDYZS9SGkopJnElEDwmt6uoZClGjSAyNELk7EGXj1x73EpGYCcCklg5eW7OFsotHDNbtJdgtc2KWsdps1bBF3BFaMhLToIqtGfHomm08kkG7KhFMbSW73AX/7tCPp5G4leMlMUWbpWG+jJeL9I6HjO0rei1qj5MQ0fQIqtwOd3tO1E6JEkwBGiBwkGcz0n7GNPw7H8cz83VxINjFkzg7+PhrP499tJ8lo9nQV8y4tGr7vAbtmwfpxytDNnK5wdDX8+rIyvbeQxadn8tayAzz+3Q5WH00jpdWrzEy7i8GLjvPlEX+SWr+jrEUyZA2EVin0+hQpfah7wq5viAQvQhQACWCEyIGvTsOEnvVRq2DP+RRaT9rA0RgDXmoVH/ZqgL93CRp99Q6ANq8rP++ZD1+1UIaPfEPgvnfAt/CHkZxOsNodAIz+aR+Pz97NV/8oOSBWBzjVWijfCvThhV4XIcTtQQIYIXLgq/OidfUw3n+4nlv55/0a0bxSCDqvop0CG59uJjo1g2STFZ3uJnNw9KHQcjg07O9ePmSNshZJEaz9ERnow6TeDWhbIwKAAxeV3Y8fbxzGSxVOEbbuOTiyCv7+8Epir6eZDZB0Gs5shkv/oTLE4OMtS9gLUVxIACNELpKNVuZuPeNWNnPTaZKM1iKrQ6LBzM//XqDPtC20nrSBgbN2EKsKJT3TduMHXy0t+spCalm2fAmmhIKr7A3ovNRUi/R3K6sZ4YOuxn1wz0tKwe7ZSi6Mpxnj4a8P4cumylYA09uhntGe6n7p4LR7unZCCCSAESJH8elmhszZ4Ro2GtCygms46Zn5u4lPL/wcGKPZxoxNp3hl6V7OJpqwO5wcjk7nqfl7WHc4DvvlIZkbSjqt5LxkDRs16KeU75mv7ARdBD0eyUYLMzed5rt/TgO4huD+t+4ia05ZSG/5Ctz7GgxaBUEVCr0+1+V0wpHVsHWqsp9RFkMsukW9Uad7eCNGIQQgAYwQOdJqVPRsVA4vtYq5T7bgrW61+XZgM9QqeKRZOXy0hf+rk2AwM33jqRyPvf/rIWLzGkTp/JRZL74hyrBR14+g/dug0UL93kqOTCGz2h38dlBZ4+XxVhXY9Hp72tdUhpOW/3eRTJUP3D0SyjQBL22h1+e6DLHw96Scj1mMcHpj0dZHCJGjEpSJKETRCdbr6NeiPN0blCYq0Budl4bW1cLY+Hp7gny1BPjk4SJrzXTfafna2zdwITkDhzPnY2kZNpJNFsoE+151/gzQXnXbdnmoyz8Suk5SLr4hlZScl+ZDocGjEFAavAp/XZvIQB/mDmnO8j0X6de8AiF+Oib1bsCC7ecY0LICEQHeQDHJL7FblQ0XcxNzoOjqIoTIlfTACJGLYL2O8qF6V8Kur86LciH6vAUv6bGw7Wvlf1CmKu+eA6nn8/z8vtrrJwqrVSoststDHGYDydFnSE+4PLxht8Kl3co/u1UJYkIrX0nY1Ycqi6oVQfCSpWyInifvqUKYvxKoRAb68EzbqkQF5j2oKxIa3fWncpdrXnR1EULkqkQFMDNnziQpKcnT1RDi+gxxsOoF+GM8rHpRyT3Z8iX8NhrmPwLpeVs8rlSQD0G+OQdLNaL8OZNo5N9zKVgyTCTHXWD2XgNrDicoQczF3fD9Q8q/S3uUvI5iwFenue7tYiEgCu4bm/Mx3xCo0LJo6yOEyFGJCWCOHj3KF1984elq3HEyrXbsV41j2B1OMq3FexZGxjX1K6j6Wu12YtMyiUnNwHFVm2RYr5kR5OUDNbspPx9bA1ObwObPoOp90HGcsjKuQ2nX+HQzcemZ2HJIyI0K9OHbgU3Radx/TQN9vXj/4Xq8/8th3vvlEMeTrezPCOW8Scv/1l7kWEImrPufst9QYFnlgpzPqdLXtt21bXvLHHZlaO1qlrytxJtpteMwJSn7J1kzCvazWbktdPlQyR/KElELy2MrcPiXKZjnuF1d+/7ZLFeGM4UoQCUiB8ZisfDaa69htxfvC+ftJsNqZ+uJBCICfahTOhCAQ5fSiE/PpGWVot1DJ69iUjP4+d+L9G1enjB/bxIMZhbvOEefpuUpFZT/oYrzSSYWbj/Hqn2X0GrU9G9RnocalsHqcLLhcBwPNSpDcNYeST6BULenEqisfhW8vKH/Eji7RemF8Q0hutsclh+3sGTXRWwOJw83Kku/FuUpF3JlhVaNWkWTisGsf6UN6w7FciQ6jWaVQmlWzp8APx/GdK1FTFomr/6wlxSTlRaVQ1n4VAsqp/8LF3dCUDkYtAKC8zerJyY1gx//vUC/5hUIv9yWS3aep1eTspQO8r3xCW7EYYeYfWCIh8r3Kvk7Safg1Eao+zD4Buf60Iz0ZDafSae0t4Xa28fgLN+SQ1WeJDHDTqsqYfjcYPjthvSh0Gwo1OquDP9pvHHowzhyOpa6pQt/3ZwSKzMNjv0GpRsp+z3ZLHB+u5IwXrap8r8QBaREBDCfffYZNWrUwGAweLoqdwyL3c6O04k89f0ufLUaFj99Fzih3/StZFjtzB7SnAg//xufqAjFp2fy9Lzd7L2QyukEI291r837vxxi+Z5L/HU0nm8eb3o5WfTmXEg20eubLW5TpyesPsKyfy/yYsfqjF15kAyrnf4tKhCYNeTjsEHKOeXnBz6H1a9BylkAou+bwsClZzkRd+Xz/OWGE/z07wV+fOZuyoZcCQ50Gg0Vw/wYdq+Sk2G329mzZw8hNeryy75LrD0Y67rvij2XWHswhhWPVyLUN0RJ2r22dyOP4tMzGbngX3afS+FkrJF3HqrDh2uO8OPuC6w/FMuMQU2JCLjF3JX4IzCnu5J83H8xhNeAOQ8oCbR2s7Lwnk9gtodZjMlsO5XE8MVH0Ou8WNLvPRxA35k7MdsczBnSnFZVwtBqbrGD2UunBH+XA0Cn3Y7VKjtI58pihKNrYNlw8AtXZrylx8L8nqBSw+DVShBTBAsnijtDsQ9gdu7cydq1a1mxYgU9evTwdHXuGDqNhoqhfkQG+BCTlkmfb7YAYLY5KBXoQ8VQPWmXYjxcS3dajZqOtaPYeyGVH3ZfYO2hGNIylOGdTnWj0Gpu/g+n1e5g4fZzOa77cjgmnejUTGqXDqBl5VD0WfkcpkTYMhW2TIGKdyv5KJeDF6Lq8U9iICfisq8lEp2ayU//XmBku6pornPxVavVXEjOcAtesmRaHby/KYWvmr1A4MZxyvovg1dDcEX3GVAW03X349Fp1NxftxS7z6WwbM9F/jga62rL++tE3XpwAEo+SVh1iN4Di/opwzXmdOX/8i3dh2+urlv6BSrrVUQEeBObZqbXgjOA8tksE+RDhRCfgqmfuDlavbLjtm8IGBNgejtlGNNhU3be9s//UKYQOSnWAYzBYGDMmDFMmDCBgID8rVUhw075Vz7Eh8XDW9Hz680km5Qx7BC9lsXDW1EmUEviWWuxat8Abw2Pt6qA2Wbnyw0nXRfcVzvV4NGm5Qjw1tx0fZMMFlbuzX3hsg1H4pjSrzEVQn1R4cRut6NyOFBZTKgAZ8tnUW38yHV/Q8X7+PFI7r0iK/ZcpH/z8oT65dzVbrfbCYsqzcK9uQeP/5xMIq3HYAJ3fgEOO05rBpzfjqNsM/DyQZ18Gs5sxFm7J84cejgA/L019GtWDovNzqfrj7va8oX7qjGgRfl8tWU2flGo+y2E+b1RxR9Wghe1Bufg1Tgi64ITyOE51IdWUmnvIpY8soSHF10k5fJnM8xPx6JHoqjglYbdXvCbJWa93uL0mS92wmqgHrwa1cwOSo8MQHBFnI//hCOgTI7v541Iu3uOp9o+r89XrAOY999/n06dOtGqVat8n2P//v0FWKM7i4+vL2bfCDKtVxJMM60OktJNGOPigeLXvsFR5Tkd7z7UeCo+ncTkFE7G3nz3v39Y6WxJtFfTeqlJNZk5lRqHKT3FVV6p/lMEVbgba1hdfK8a91c7rNftHdB5qUlMTODc8ey9K1mCg4Ov9PbkQKNSkWl1YHl8BVoVqFa+ALH7cPSZhyOsGt4LekB6DHZLJjFR7YlNyTlpNjiqHKeuacvTcQaSklM5FZv36eC50Wq11IjQ4nP11gFOB7bkC5w36EhOz8j2GD8/P6qptKj8Ikmzqt2SdjOsdtJtGowWC0f37Lnl+uWmuH3mi5NAP18qqWPQ2i1XCi3pWIwpHL+Qitmc/xWspd09p7i2vcrpLCbzK6/x+++/8+KLL6JWX/ljb7FY0Ol0fPHFF3To0OG6j8/KFahfvz4aTTGcqlnMORxOjsQa6Dd9G0aLnYjLa3fEG8z46TQsHt4KVepFalSvXmzaN8lo5f1fD7FirzJNuU7pQA5FK5sG9mlajtFdahKqv7kkQqfTyZyt53j/18M5Hv+4TwM+WX+UcQ/WpXXVsGumBTsBFep9i1GtGKEUBVdk/V3zGLYs52Dqg4fr0a95uVzrY7fbOXDgAH5lqtH580053qdHozJMeLgePl4q1KYEWDwA1aXdSh6CVg8WA3gHKD0dEbWV8mskmaxM+u0IP+5WFnS7ui0fblSGt7rXvum2vJY65QyquQ8qOS86P2WIIekUqNQ4+y/CUbE1eGVPFnYmneFQvIV+i89istiJCPDG6XSSYLDg7+3F4mEtqRnlj1pdsMMVdrud/fv3y9+U3NgtqC/uQjW/p7L2UHAFyExV/vmFK5+30Go3f1ppd4/xVNtnPW+jRo2u+7zFtgemY8eOHDx40K2sQ4cO/Pjjj4SG5n0GjEajkQ99fqiUuNYJlApUhpIA+k3fRlqm9fKluXi1r0plw345HH+zWy0ebVae+dvOMnndMcCJClW+6vpAgzL8/O8FDkWnu5XfXycKby81sWlmnE5Qa9Q5n79qByjfCs5vg5SzNNScol21CP46kep2t4blgrivdtQN6+h0OokK8Oa59tX4csMJt2ORAd6Mur8GflmL7QWWgn4LYF5PiD+sBC9qLxiyBlVkXTTqnHuDVCobjssdb691rsljLSuwZOd5Jq45gtNJvtsyh1ejBC+DVysBzKL+ELMXldOJRqWGHJ7D5h8Baak4nVAmyIdFfSJxoqLvDzEYMm2gUqHWaNAUcACTpTh95osVpxrlLwZKzsvAn5VZSXO6gdPp+nuRX9LunlNc277Y9sDk5GYCmKwemBtFcCJ3doeTQ9FpBHh7USlcSag8k2Ak3WyjVpQf+/buLXbtm2Aws+9CKk0rhhDkqyXFZGH32WQalg8m3D//S9XHpGaw+2wKP+w6j85LzcBWFalVOhC7w8mpeAONKgSj113n+0B6NFz8T9ltWaMjvu1EDqXqmLf9PDaHk37NK9C4QvANV6W9+nOdbrZzKsHI3C1nSDRY6FKvFO1rRlA25Jr8j8STMLursscPKImU/Rcra51oc58OnWAws/d8Cs0qhhCk15GaYWH32RQalA0iPB+zuXKUeFLJfSlVH9QaSLuklJVtet0kY5splcPxFgIxUHHn+1C9E2dKd8FohVqlAwsleJG/KXlgM8Ol/5T1h4LLKwsoxh1W3tuImvk6pbS753iq7fP6vMW2B0Z4nkatom7pQLeu+ErhfjgcTpzOPO6EXMTC/b1pVyPCVedgvY72NSNveTihVJAv3Rv40qF2BCrAR3vlVycywPuG57dpA3BU64yuqjL0Geaw0SLUh1ZVI3DidDtfXgXrdTSpoKNemSDsDmfOq9omnlS+ARtiQeevLGqXeFLp6ei/CCq3UYaVchDu7+3WdkG+Ore2LRBhVcHhgKyeoMAy4F/qyu1ceOmDqFveidoRBKWngM6PSii9UyqZ6eI5Xt5QrsWV90+lgsjaMvtIFIoSNdfwzz//vKnhI3HrcrpYFXRuQUG7tn4FWV9frVe2YONG53ekxaDa+DHm5EtYVFqcZgPOrV9jSzqD1ebIV/ByNZ2XOvcl+VUqJcfFO0BZl+OJX5Udn1UqUGlQBgJzVyBtaUqCxFNX1qQxGyDptDK8oJz02ifN02nVapWyVstV060leCkGrn3/5D0RhaREBTBCFClrBpiSr9x2OJSL8U1wGuJgxQg0Wz7Hd/lTYErEsfEjNH99QMCSnmCMwWSx3fA8+RZaBQb/qgQvUfUgsLSSE/PEL1Cp9XWHkAqEKQm2TYOvmsO5rUrwcnwdTG0MB368EsQIIcRNkgBGiJxYM+D0Jtg1S7kIOxwQux/Wv6Ns1phHKp0fzsaDQKXC6+I2dFMbotnxLQCGag/iUOuunztTEEKrKMHL1cM0Fe4q/OAFlO0UjqxSFjNb0AfWvA4/PankRuz/CWz5WylY5M5otl33thC3CwlghMhJwnFY3A/+fBd2fgexB5Rl7//7HjZOhozUG58DQOeHpsb92B+erty2KmuuGOoPxnn3SwSGRhXSC7jGtd34RdWtH1AKHvsBIusoQcyeBUrwUrE19J4J/pFFU487RGxaJp+tP0ZMqhIYJhrNTN94irOJRg/XTIiCJwGMEDkJLK3sxQOw4X349l5ltkxAaWj5NPgG5flUTksGXNjpVuaTdBjsZiy2O2B1Ud8QaDLIvazFMPCVfLaClGAw88qSvcz85zTPLfyXJKOFz9Yf44s/jvPYzO3Epkpvl7i9SAAjRE78IuD+96DSvVfKVGp4cq0ycyaPnIZ4Jedl5+UemHLNLg8nbcd3+VNKYm9JD2LM12yympmq5A7ZbcqxY2th7Rvu9/lpKJzfmu/NJkV2ep2GgXdVQKWCXWeTuWviH8zfpmwo+nCjsui85M+9uL3IJ1qInDgckHpe2Wgwi9MB+5a6J/begEqtAd8wAAzNRpLx6BLsveeASoXDOwBUatQleZZG2iX4831IU1Y/xhAHmz6B6L0Qd1DJcflt9OVho7vh5UMQWVcZTvp1lLKwnigQep0XbWpE8EXfRoCyuSXA4Lsr8dS9lQnx03mwdkIUPFkHRoicJBxVcl7M6UoeR6mGcHytMpyk0UGzweCTh2EkfSiaVsOxV2iFI6QW/oHhUON+7E+sxuJfEd+Q0niV1J2TDfHwwxBlheHovdBvPvz+DuxZCAeXKzku53dCz+mw6ztoOEDZEfuxpbD6NegyEfzCPf0qbisZFjvbT7vPlNt/IcVtPzMhbhcl9C+nEIXMJ1jpKQgopSxz3/MbaPS4suhb5dag9bvhKVx8Q9BUbXslYVfnh6bS3fiHly25wQsoK+W2GqEkBJ/bAp/UUoIXgLo9lYBvcT/45WWo3gmCyoNPCASVg4e/hpBKHq3+7SbRYOaT9cdYsF0ZNmpWMQSVCnafS2Hkwn+JTZPhOnF7KcF/PYUoRIGl4ZE5MOQ3JedFHwb3j4NnNim9MZkpyrAIKD0RhjgwJkLiCbi0R9mU0KbsvJtocE/WTUg3k55pzf25jQnK8uuXH09mKsQdueGaKYkGM1ZjMtgsrucxpiZD+lU7Wzudyvlzes6rdxA2xCu9T9ej84PqHeHhacrtrMe3eR0a9lNmawGkX1LyYSJrX5nK7Rty/XOLm2axO/D3VjrVn7ynMl8OaMKHveqjUkGAtxc2e4nZNea2k2Q0Y3dcaf8Eg5kMawnPfSsGJIARJYrJYuNsopFVey/x0+7znIwzkJphufED8yOwNIRWvnLbLwLCqkHyKZjdBeKPKjspL3tGCWB+GgpTm8L0tvDNPbDtGy4mpTPwu+38dy4Fi81OXFomr/+0j98OxOQcxBgTlJySaa2Vhd8y02DfD/B1SzjwI6pcgooLySYem7mdfWcTsMYeITbVxMtL/uP34ykYt38PyeeU4CX+yOW6H3M9NiYpjejoC3DxX7BbSEhJ5WKKCU78eeMgxmKCU39f1WZllN4Wp0MJcHR+0Gc2BJVRpqLbZU2SwhLgo6Vz3ShmDGpKqJ+OVhP/YNPxBGYOasb/HqhDVGAB7V8lbsqZBCOPfruNw9Fp2B1OolMzeHrebracSJAg5hZJDowoMdIzrfyyN5q3Vxxw+zbz5D2VeK5DNUL9iuAPtDEBlg5S1ok59RfEHoQ6DyqLs8UfvXI/q4lUn7K8+8sRDkWnM/C7HXw7qCnztp7lzyNx/HkkjuaVQgnI2jU6i90K57crSa7ze0PN7nB4hXLs5J/K7Wskmyy8vfwAR2LSGbDQyIw+lZm+Zi//nEjin5OJbHxuAH4rn4V2b8Di/pCRDD8Mgid+JcbizbML9+J0Oph2vw9eCXFM+OMiW88aWNSnKpUykpRtCHJiiIP142Dv5WGj2g9B08Hw42Ao2wyG/q4ML60YoQRP7d5QNvjTh93imyBy4u/tRe1Sgaw+EMPkdcpn8Zd90Qy9pzIVw/Qle7iyhEoymnll6R5OxBno++1WvnuiOR/+doQ951N4Zv5uNo/pgK9WNqjML/lEixLjXJKJN5btdwteAGZtPsPOM3mfGXRL/MKh32JlOGTD+1D3IeWCfHXwclnQn68z9m5vqkb4YbE7GDJ7J38eUVbx/ahPA8L8c5gVEljafeG3rOCl9oPQ/ROc+uxJryF6He/1qEelMD1mm4NBi0/yzwklkfPTXrUJ2fU5nP5b6XnJSFZewyNzcepDOZNsZu/FNPZcNPD0+kzGrjnLz/sSiE7NZFOcNybtdZJs1V4QUlH5+b6x8ODnkHQSUi/AoeXw1wRYPlLp2Yneq9z/ZnKHLjNf8y312tviikSjhSl/HHcrm7zuGEnGQuqlFNcV6ufNp482olSgD0aLnX4ztrHnfApqFXzzeFMCvKUP4VZIACOKjinRfdqsOV0pywOr3cHcLWdyPf7VhhMkF/YfaUMcXNyt9IS0exMe/gb2/5z71gKmJMqueIT5TzZzK+7ZuCxd65XK3vuSxTsQaj3oXtboMSWxOBflQ/XMf6qlW1m/JlF0Kp2Bf3g59zv3WwwRNVGpVDQsF8S3A5uhVsHeiwZWH0kBYPR95XmwQRn0ftcJOPShyoJ0T66FZk8qgVydh6HDWOX44VVwabeyfs6j85ReGa1P7ufLQXRqBgu2nyPJqOQDJRjMfL/1LHGSkJpNbFomj83czrkkE95eavq3KA/A5pMJvLJ0LwnpZg/X8M5UKdyPuU+2cCt7pm1VWlcNx7ewtxG5zUkAI4qGKQk2T4Hj68FiVIKXI7/C9hl52iDRZndyMSUj1+OxaZlY7IU4VTT1IizqBzM6wK8vw9KBsGIk3P1C7gmpGi3xnb/hzeWH3Ip/3RfNoUtpOS9gl5mqrDWzcZJ7+ZLH4dw290Tbq8SmZTLmp31uZcv2xXPYHIr1zFb3O696QeklAXx1XjQt50/NUleGiQK8vXikbgDByftzfT4XfShUaHWlDfwjlVV3rw62ImpBxbtuavVigLi0TJ6d/y/v/nKIL34/TorJwoRfD/PB6sO8vGQv8XJBdqPTqHmgQWm8vdQsHNaKt7vX4fO+jVCpoG/z8rnvWC4KVUxqJqOv+d2cu+UMJ+IN2XqTxc2RAEYUPpsFDq+EzZ/Dj0Pg6Brl2/myp+HviXBi/Q2TO320au6tFpHr8aYVQ1wzMAqc1QQbJii9L1e7ayTsnA44c1zPJOX+L/hgfyAbjsYD8Mr91V3DSQO/28GF5BwCMptZaRNQho1GHb0ynLR+LOprF34zxJGcGM+7qw7yzwmlN+u1+6tS8fJw0mOz93Dp3g+Vc3SeqAzjxB2CxY+BMYGE1HTe/+Ugh6OvJOumm2089dM5YkwqSLlwc22VdgkW9VdmaWWJOwS/vaHMbLoJWo2au6sq+TJzt56lwyd/8/N/FwFoXT0craYELwBYCEL8dAy7twrrX25Dw3JB+Hl70bFOFJteb0+HWpH4yXBFkUs0KDkwWcNGb3ar7RpO6vvtVuLTpSfxVkgAIwqflw6qd4aK9yjJnD8NheXPKseqtIfKbUFz/T+uKpWK7g1KE+iT/X5eahUv3le98P5AG+Jh/5Ls5f/Og1oPwM6ZyhBJQGm3w8EJuxjZrhohei2TejfgydZV+H5oS6pG+PF4qwoE63MYQvKPhCFroMkT0P2TK5sh1nsE+i3AcfX+QYY4WPM6wUt78kLbCgT5avmsZ3WG2JYy//FaVAzTM6RVGQIvboI+s6D5U/D4z6Dzhy4f4vQOZH90Bj/vUwKL1zpWZtpjjVGrYM9FA0vPB5Dhk0PQaEx03z7AnK6UWTOUdWAu7rwybNRxvHKffUvg0r9Xpp7nQdYFeWhrZSZYVh7HK/fXoH+L8gTrZWXZa4X46agQ5udK2PX39qJciF6CFw8J1usY07UW/t5eTB/YjEF3VWTx8FaUCvTh+Q7V8ZEE3lsin2pRNLLWVfm2DaRfXnY+uCL0mgH+ufesXK1ciC8/PnM3byzbz+6zStJu9Uh/JvSqT6Wwm08OzTO7WZkddK3U87DqRRi0QpmpM3QdGGKVmUrBFSCgNNX1wax/pS3eXmr8vb3w9/Zi4bBWaDWq3GdNhdeA+98F32DldlA5JZjxDQL7VcNOdivEHUYVf4Qaq3ry58if8P7nI/R7ZqJ3mFg67H/onBZCvKKUQAiU4Z6X9oF3ACqNjsYVghnTpRZOp4P+Tcvg7ePNtwObsWb/JQa0KI+v3zUzkEyJsPkzKN0IanQBnEpvWuJJpUeqySDl59oPQpV2SttlKd/ipnfBtjudJBrch4ri0jJx3EQgJISnaNQq6pYJYuPr7fDVavDRaqgU7sfK5+9Bp1FLEH6LJIARRcOcriS/ZgUvAKnn4Ow/yrohuhsHICqVihqlAvjuiWakmKzYHU6C9FrC/Qt5+rTOXwkA0mOyH0s9DxkpVzZ4DK6gvEZTsmurgXBVGiRdUtaUsZqIUmuUNWWuJyt4cd3OIX8kqCw89iPM740qdj9h39RVgprGA+HeUUT5+wHXtKuXt/LvsmC9jn6Xkz2D9TpwOGhdOZAmFYIJy2pXq0lZgdhmUYKVLVOV8p7TledbOVK5HVYNGjwCnd5VZhvp9IBe6U2Cm168LsFgZsKvh1m+5xIA1SL9ORFnYP72c6gv97qFFfZ7L8Qt0qizf1mJDLi5ZHaRMwlgROGzWeDkBiXnBaBSG+Wb+fntSk5M/8VQteMNh5GyBOt1N/fNxZigXIB1euV2RooylKHP4wU1oDTxj64iLS0FjQqCL20i+N+vlN6IMk2UtU2ypF1S9geK3Q+Df1UCmh0zoUJLWDtDCeJ8gpTeimr3Q0BU3l9HTrwDlJ6OpBNXeonq9srbPk2XudrS4YC4Q/gmn8a3agfAG5LPwLF1UL+PkrBbo4sy5Hf6b1g2/MpJqnaEqh2UHJtrg7O8tvM1nE4naZcX+xvTpRb9WpRn+sZTfP3XSdIzbEgfjBB3NglgROHz0kHphsreNyGVoee0K7kwhhglwTSPwctNM8TD7+OgVjcl38ZuUXJXnHZo+sQNewUyrHb2nk/hrWWXOBlvBKBl5VZ88HBXqp37Qckr8Y+88gC7RemVsRiVzSArtoaWw2HJwCtTyNMuKjOYanSGh77K8xBalrByVUg2WQn3SoMdM4kv0w5Hn4eIWvYoWI2w6FF4fBmUb6m0fV4lHoc53cCcBn3mQtkm8H0PJYixGJSp0gGloPd3ML2NEqyBEqT1mnbjXqWbFBHgw4Re9elzNplWVcII1is5MXXLBNGySmjh97wJIYo1CWBE0QipCE+sUnZyzsrH6P2dMrvm6h6MgmTNgP++hz3zldViH5kLyadh/eV1SiJqKsnF6txz2U/FGRgwYxtXz3bcfjqFR2KNrHruVcoFXTNEE1IJBv8Ccx5QApXQyrB9mvv6N1mOrVXqc70Axm5Tplb7KbNxYtPNjFi8nwblgnntvoo4Qhox9l89iRlOpo44StTS7sqicRs/UhJ3vW4iqPAOVILJc1vhxydAF6AEM14+UOleZSjNnK7MGssKXgBSzimrEtfoCt7+eX++PIgM8OH+OqXQqJXcmRA/HV3qXbldUiQZLdgdTiIClKDLaLaRYbVLECbELZBZSKLoBFe4EryAkthbWMELgNYXGvaHss2VvXmWDrwSvNR7BMo2dQUvmVY7F5JNriELh8PJhSQjk9cdJaelGpJNVv48msu0YJ8gKFVf+blCKzjxR+51PLQi92N2G8TsVfZWijuC3RBPTFw8h6LTWbzzPFuPRXPYUZ41R1LYcTaVfy8asA/4Sdk1u+f0m+8RCSyt7FtUurHSQ2ZOU5Jun/gFyjRW2vDkn1dmkFVuq8wsA/jpKTizqVD2OsoKVmyX1/m5OnixFebaPwUk2Whh5qZTjF1xgPh0M0azjfWHYnli1g6ir7O2kRDi+qQHRtzeAstA/0XwZbMra5NE1oGuk1y9GplWO1tPJvLU97sY/2BdHm5chrNJJg5cTOW/8ym5nvrvY/H0a14BnddV3wOM8cr+QMd+U247naDRXtlZ+lpe10nmM6cqQ09pF+HcFjQx+2gU1YC5j7Zi+zkD92T+jVfsaT7q1h+TVyD3VA1H46uFLhNuKgfGjd0MGVetjux0Ks8fVUdJtC7dCEKrQEgVePhrwAk/D798n3qFNhRoszs4cDEFf28N1aKU13Yq3kCiIZOGFULQaYrvdNTTiUa+/uuk6/a91cN5c9kBAKb9fZLXutQqvDWMhLiNyW+NuL1lpMC+xe4Lq8UfURKIq7QDnR6j2cbSXeexO5y8veIABy6l8su+aEa0q0pkgDcpphymUAPlQ/TZF1PLTFP2AQLoMgnKt4LaPWD/0pzrV/fh3OvuGwqP/wQ7pis5NbtmowbufeALGoZkEPznGAC6d6uLs/4j+PteXlcmv8FL8hkl5yXlnBJYBZWDxBPK5ox95kL1jspQ4KCVl4cCLycg97o8G6mQetOU4CWVfjO246vV8MPTLVGrNfSdvo1Uk5X5Q5vRuEIYWq/C61DOsNi4+q222R1Y7Y48LQVfLcKfcQ/VYdzKQ6w5EMOaA8pstnuqhjOifTW34OV0ggEVKiqFK0OTl1IySM2wUiMqoMQNmwlR2GQISZR8OQ1b2G1gMSlDNOveVspqPQBlmipDIUseg4u7wOEgzN+bd3vUo3Md5YK8eOd5DGYbm07E83Sbqrk+bb8W5VGpVMpzGROUwss5MIa+P3O+xkAMPpHQdjQEls1+grueh8By2cuzqFTKMvw1uyjBROW2AKh/eZHgDUrwYq7ahT3eTZmw5li29VLyxelUgpcnfoHBq6HCXZfL7ZA17ye4vPvsqYBShToUqFGr0Hs58dFqSDZZ6TVtG72/2UJ8ullZX4cMNNb0G58on0wWG5uOJ3AoJh1fXz12h5ODl9LYeDwBk+XGQ2aBvlp6Ni7nWlUYQKtRMXVAY6ICr/TAnU4w8Oi32+g3fRtnEoxEp2Tw1Nyd9P5mC4cupcqy80JcQwIYUbLZLXBhJ8Qfu1IWd0RZ9l+thcr3Khf/eo/AA59Dv/lKTkzpRsq6JZdzYML8dDzbrprbqeuWCeKeauGuTfGyeKlVTO5RlXJ6uxK8XPoXlg5SElvVGgwhdfk9swZtPv6L3w/FYgqohPHx1SR1+BiqtMdZt5eyAeK9r9x4inHSKVj5Avw8HGfXj5QhsSwhlTB2/ownlpxh4Y7zbDqegP1WckJCKsETK5XApUxjJUjpMxsGLr+8Vk/BJujmlUqlonqQk6UDaxLo40Vaho1kkxW9TsOSAZWoFWxHfZP7LOWV1e5g+6kknp6/m/7Tt2P0CeNwjIF+07fxzPzdbDuViOXqxQVzYDTb2HAkji0nrwzNWe1O3lq237Wfk8PhxGi2YzLbiEnL5NFvt/L4rO0cik7HbHOQZLKWiHwfIYqSDCGJkstmVXpRvu+hzCjqPUvpXZnTVdlM8OFpSqLukLVKHkrWbJ9+C5TeDb2yf5HD4eREfDqPf7cdH60avc6L2qUD+PdsChuj4nn5/hoMbV2F/84l46uBBvoEIv77CN/kCKjzIMzvDbZMZb2Xe14g0+bLj7svEeHvzagf9tKnaTmW/3eR6lG16VqzFY/fVZWggDysHJyZqiQdGxOg5dOoTv3lPvvHYSP44l98178Vvx030LZGOBrNLX4nCakEQRWuzMwKLA3+UdedqVUUVH5hePlp3YZRNCoV2sBI1KH5W2cmL7QaNVUj/Skb7MuF5AwGfLcLFSosdgdlg32pFuF/w/ybY7HpvLRkD6AMG91dNYyP1x1lzYEYygT78nLH6vj7aKldOpDFw++i7/StxKWbiUs3o1GrmPVEM1pVDsVblp0Xwo0EMKLk0ngp+R4tnoZ6vZTpygd+UoKW9m+Ab5jSQxO9B9a9peRuOO1gM2PYvZSUFq9gczjRaDTY7E461YnisRblCPPXoXY68EnYh912nECbhsjIMlSL9FeCit3LICAEGvaFHd+CLRNzx4lE13ycIAuEB3nzRd+GnE3K4Eyikdd+3If98jfsHo0rEIQR0tOVKclePspaNDo/pbfFO4AkVTDRqRn8dSQGXelxtGv5AVEkEzi3HQDOqvdB7YdQlaqHetMn3NsokOadWuObeZFkcwBOrZ5QSwxc2MWZ8DbodV5E+jrd16vJjc2sBEln/lF24K50D4RXd5895gGn4g30nbHD1fOiVqlIN9t4dMZOfni6pSux92qxaZlkWu1UvLzNRKLBTFqmjfIhvnhp1JxNNOKr1RB5eRjnUkoGdoeT8qF6t/NUCNWz8KlW9Px6M4lGC+Ak1E/HouGtqHDNfXNSIVRP/xblOZeYwWd9G+Kr1eDv48XszacZck8l/H2U3CWNWkVEgI4wfx2mJGV2kv7y0vMlJXhJMJhJz7RRIVSPRq0i1WQh2WQlKsiHFKMF21Xtm5BuxmBW7qvOY35P1vkrXn5MislCyuXz+5aQNhIFR4aQRMmlUinDQ6GVYWYHiKgBbV+DRgNgdldl/ZfMFGXF2CrtlWXwpzTGkBzLxlKDOJWYyWPf7WLkwv+4mJLJsDZVmLDmKP1n7uRMipU1MUH4xu/Fe2k/5WIOSsDUsJ/SUzGzA5RpgrnPfHaG96DjZ/8we8sZ0gxG4tLNDJ69g1/2RfNxnwZo1CoeaVKKkD3TYPcsuLQHvm4F/85VFr6LPQAz2uP8dRRx0ed56MvNfLzuBB+sOcb93x5k5jEfku//DKp1hAc+A2MczOoEdXuiLt8c3/ObUH3ZBNXeRew/eYGUs3s54Vuf3rMO8MqyI8RFn895K4Sr2cxweiN81RxWPqfsij33AZjXE1JvclfqAmSzO0hIM5FishDg7cVPj1fm5yeqE6zXkpZpIzoxBYspze0xsWmZvLj4P/pM28rpBAPJRgufrD9G1y82sv9iKucSjfT5ZisvLdlDXFoml1IyGDp3J49/t53zSaZsz59ssmC8Kt/FaLaRbLTkaVgnzN+bVzvV5LO+DYkM9CHAV0vPxmX58Zm7KRdyJQC6lJLBk3N2cj4pA5VKGapMN9vo+62SE1PcZW398MCUTRyKTiM908qSXed56Mt/OJ9k4qnvdzFg5jbOJ5lIMJgZt/IAD079hyMx6TjykN+TZLLywS/u51+84zwdPvmLrScTybBefyhP3H6kB0aUbDYzHFyuJJ+uGQ31H1FmAdmtcGQ1NB+m9LykXVRm8wCZmZnsjzZRo7SO6NQMLqZk8Nn6Y6hUcPBSGioVxBvMHEsFS717UW0aB/98Bp3fB5WX0nNy5NfLz/k6xkeWsXb/BWwOJ1P+Ps+pJCsbjyeQlmlj34UUhrepQqCPFx+tO0mZB7vRPTwO7bFflEX8Nn4MCceUheAyU1Gd34Z/CwsBPl5us5+mbDhFu2FdCQkOxemwozryCzjssPwZaNAP1d6F4HTif3wVQfd24fXtpdl9/iKJRgv7oh0Y1JFEHlgGLYZDbkMe6dGweED2jSvjDsGf78MDnypbMhQxL42aRhEq5g2oQZDWTs1wHSqfYJYOrElsqonmwSZ03u47gadnWjl4MU3ppfl2Gw3LBfH74TgANh1PoHW1cOINZuINZkYs2E1apo1jsQa81CoupmRQJtgXjVqFze7g4KU0+k3fRqbVQVSgNypUxKRl0m/6NhYPb0XdMoGu3Z9zc+2eTYFZM8YuczicnE00ciQm3TVsFOrvTb9vtxKTlsnOM0lEBXrnadaTp5itDraeSsRosdPv2610rBPFij2XqB7pT4LBzMl4A5lWB/1nbKNKhB8bjymJ7/+eS6ZCqK+rJyonarUas83BllMJGC12+n67lftqR7FyrzKkunpfNA3LBUkvzB1GemBEyWZKhlbPQMW7ldv7f1AuwBG1lFyXwNJQuoEyLNJ8GFRqTfjKxxlSPoZzCal82KsBahUcik5zBS8fPFyfo9GpPFfHTOSPDyvn/W+esi1B0imY0QFajXDN0An9sRcvVTjNgCZKjs0v+2NIy7QR7q/ji36Nqag3U7eUcuEf90cMaaVaKgvcNXpMOfehFcrQlH8kMb1+ZsAPMTlO3Z619Tzm0FqcTrRAv0XK9gwOO+xZAE4nzvItievyDf0XnmLdkSQSjRYCfb34oV8FKq8ZBJs+AmNs7m15Ybcy5JaTAz8qrz8n6TFwZrMS5OyYruxGbTHlfN980gVG0KR8EDUjfFCHVkalD6F6pD8ty/viE1VVmdZ9lSrh/ix5+i4CvL2ITze7gpfnO1Rj0F0VqVkqgCn9GgOw62yKK3iZPaQ5jcsHu3Jt1CoVXhoVGrWKciG+zBvchCVPt6JciBLgeKlVqG9yh+2cqNUqGlUIYcagZkrOS5Uw6lzOifng4Xp0rluqWAcvAGVDfFk0rBWlg3wwWuysuLwJZ90ygdSMCmDRsFb4aNVcSM5wBS9jH6zDQw3LXDd4AXA4HJQO9GbJ8LuICvTGaLG7gpdejcsyplst2djzDiQBjCi5bBZlKGXPQmXF3avVflDpnbGaIeYA/Pmesp1Aw35gtxL839c0iVRTMVxPqaumskYGeFMt0p+qgXaCjyxSeltASdJ12JRZQzW6wMk/oOUzyjGnk9DdUxjUqoJbFe6qEkaVMF9KL+zIp/fY6F43nCUDaxB69jfYNUsJqK7iqHof/yVpOZeU88U/wWTH6leKVIMJp08wNB3sdlzVfCha3wC3rvTm5QOJMh1FlXAEMpKVJGfg/+3dd3hU1dbA4d+UTMlMMukJPfTeO4JIV5EmShUEUVEUleu1X6/12vVTEQugoICAIIKNqoA0I713AqRAeptkMvV8f+wUJgUIEJLAfp+HB+ZMO9lMZtbsvfZaDpebtOzCYEVRFNIszbw6VXtxO8FTQj2czHj4fqToofTX+/D7M6Jo4NHfRe2aa0jnH4o6sE7BZZUpGF1wZLHgBURAUC3AQJvaAYW3V8G9HWoR4KvDpNfSuV4QQabC+9YMNNIkwt8r30StVtE0wp8fJndhwYOdyU2OpWaAge8f6sIPk7vQtJr/ZedvXIrRR0O3BiF0rheM3keDRq2iWXV/BrepXmzGprIKMuvo28y7Qen93SIJ8NVRO8iXRuF+Bcf1WjW3N48o088WZNLRt6n340+4JZLAsjR3lW4YMoCRqi6tTmz37fAA/PYv7+v+el8sfeSmwbeDoGYnaD0Gfp2Go05P9rd7E7tPIO/8foT4jNyCuyVk2nnj10MEBYezpcaD5DQbJa4IayoSbU2h0P9NaDYUlj0IgBLajKN9vmbEnL1ep/DLvnMs2nKEtHaPE/bTCN5sGkOj30aiyoiBfq/DvCFet1fvXchtaT/yWr/qlKRvXR2+W9+nac1AVKfWF/+Zlz+KOm4HA5sV7sr541gqn5yMIHXAZ1D7FtCZcLjc7DyTxucbTpCabUdRFI4lWPnPpmwSh/5QchATWLf4NmqXHbZ8KpKkL6R4YNlDl865KUcpVjsfrD7KpuPJhaelwPAvthKdbCUhM5cJc/4h9YIg7nRKDk8u2k1iZq7XY6nVKppW86dmgAGnUwRxtYN8r2nwks/oo8FwQQClUavwu8TsRGWRkeNg0T9nmbftjNfx+7/5h7Op2bzy80H2xWYUHLe7PIycua1YzlFpMnNdfB91lgVRZ72Oj5kVxeFzmZeVRyPdWGQAI1VtrlxY9XzeslFTmHaooOAbq54HlRqGfA63PQ8b3ga3k6xe/2PlaYXzmbnsjknPWzZqwQf3iOWk/XEZxKXbWH/Wg637c+KxBrxTuItHpYKVzxQ8Z9rY1Xy4NYNMm1g2Wv/0rYzpJArUffl3ItkNB8OElQSeXSNmQvyriZyavGUjHtkM7e4HwBj1KXc18SPE7P2NMtik4/baKtR/f4ZBr0e18hnxiVyrM0w7iJK3nBS88UWe612TNQ83ZXJnsaQ1f3cqqdV6iPYJxkDi0m2M/+YfZm2KZvofJziRaGXEV9v4bX8Cr+/xJa3/p8XH+fa3i+9Eyk4SScglUTxwYl3Z/z+vkWSrnUXbYwB4ok8DVj7Zo2A5aeZf0cSk5nD4XBZatYrvHujEJyPbALD1ZAp7Y4sXjVOVsExU0rGbmc3p5uN1xwEY2qYGfz3bi2oWA5EhJs6m5PDb/nOAWDb6aUo3DD5qYlJtLNp+Fqv94gUBNRoNuU4Pn/whHv/utjX465nbiPA3YLW7eGflEdJtpSx/SjcslaIoN2TY6na72bNnD23atEFTifukVFWVanzTzohg5c73wFILMs/B6hfhthfEziRHNjhzwZktEn3vfJ84dwCbT6aSnm2ndrCJU8nZ9GoSRnxqDkcTsgj3N9DekkXdv/8Dtzwptmbr/Up4zvfBUpPzaZm88dtR/tW3AfUjAkmx2pn+xzEGNTbTOkSFNmGP2DG1d6FINPYNgT9ehVufAVOY2BK+8X2UlvdwRt+YF5YfYtupVNQq6NcsnOdvb0zdpA0oRguerEQ0pmDYPkvk0eyaB7e/hbL6PyTf8l8ydRHUO/gZ6YbqzE5pyS11LXQIdaMLrgM+vqRl25m5KZovLujPA2J6fvFDHWl4/BvY9IEYt5CGMOBtESgZ/IuP+yetSv9/6f409P3vNftvLotcp5uo6FR2n01jQrdI/A0+HDmfxdebo3n+jiZoNSrmbI6mY90gOkUG4fIo/HE4kQybkyFtq+NfwqxHpXrNV0KiQnEGC6PO8vSAxoSY9ZxOzubtlYd5ZVAzdp9NJ8lq5+62NfHVadgfl8FPu+N4sk/Di+av5I97y1atOZJgZfE/MUzr36jg8d9ZeYRXBjejmsV4HX/am0NFveYv93llACNdkUo3vrY0UU8lX04q+AZd9HbpOQ5w5qIz+uJweVAUMPiosTuc4LITQJZYTimtfkqR50zLtBLoX7jMkpbjwI8ctL4BokcSgMMKvqGAArZU0TE7v3dRTiro/UGjJcPmIDM7F5VaQ4BJh1nvA3Yryqn1qBbfJzp793gaVr0AzhwIrg/3/0q6NgSL0QeVMxdykkn3GPHVadGZA7xOPSPHwfPL9hf05QH48+me1As1i6Wh7CQxw6Qzlf7zZyfD/Lvh3N6Sr5/wG0R2L/m66yDX6SbX6SYgLz/C41HIyHUW5Euk5zgw+mgKcl6yc124FaXUnIxK95qvhNwehcwLxhjEOAf46sixu3B5CsfX5faQlesi0HTx/JULx11BVew++Y8vXXuVPYCp3GntkpTPlQtZCWDPFFt5TSHeTQsvDF6g5OClyO3Em55447vw/U/s9jACARc/p/zHctlBqy8MXvIvX/D4BbMXF85iFF2SueCcLUYdFmORN2VnNqp1r4h/p5+FX54svC7lJMTtJKDpIHFZZwRdrRJ/AkVRSMi0s+1UitfxedvOMLVPA4JMejFbdCmmELj9HZHAW/R7UEQr0aqhAhmK5JOo1SqvD9aiH3omg3w7vFqaImMMhePsW6TjtlajvmTwUlRJ95HBy81L5sBIlZ81Cf76EM5shZ8egc/aw7KHxYe4M/fS9y9P6WfhwDIxG+PIFstXO74RMxjXmssuApXSnNl2WQ9zOiWHETO3kZ7jJMikY2BLUUNlztbTfLHhFGk5ZcglqNZa9E6q1lpc9jGKysijF1V49V5Jkm5s8iuHVLm57CIgiGgparH0eVnUG2nQBza+B82GQGQP8DFc+rGutYxY0Ycp9RT0fU00PFz5jCjDn3hYnKsp9No9n0otZj2yk0u+PjAS3O7SC9XlMek1tK8dyO6YdH6Y3IVQPz21g335ZnM0/ZqFYdKXYapYZxI1eO5bJgI4tUb8zKVtx5YkSbpGZAAjVW7WBNGE8cBSOL4Gzv4N986FfYvFn73fw5R/IKQClis0OghvIQKYda/Ats8KZ15qdhRVe68lv+oo3Z5Etfbl4tdpDSKou4x16jA/A28Pb4nNUdgn6OEedRnZoRbVAw2XbE5YIlOI+CNJknSdyCUkqXKzW2Hzx9BuvOiKbM8UiaP7Fovru04tPd+lvKnUoqFj/T7icn7w0v9NiIkS55qTUvr9y0qtRmk1EqXNGO/jhgAxAxJQp8S7lSTMz1AQvAAEmvREhpiuLHiRJEmqAHIGRrpiBsN1WLbxMYo+Rr89LVoDzO5beF3jO6HDJND5lX7/8mRLF6X8nUUqztozRbLu+f2wdxH0e03sEroW1Fo8jQehaT4M0mPE1m61VuTeOLNBU7wrsyRJ0o1IzsBIV0SVm05jix1Vfrl4uxXO7YPsazjjAKJGSot7oetjot7JhU5vhqx4SDxYvAHh9aDWQNRXYlkLCoOUje+J7dA+vhC/U3RzLi1vpSxcdlRHfkWzeDR8P0Lk2RxdCUsnwrJJcGqjyIGRJEm6CcgARiq7nFRUUV+ind0L1dFfRY2T42tg5q2w5f+ubRCjN0GflyD5eGHV1+bDCpeTFtwraqukRV+757xcKrWopgtiO/GgT6DxHeJydpJY2spOgWFfFi8CdyW0emjQByW8JUqb+0R14TvehaZDRHPImh0vKwfmmvK4L365Ekmx2olOyuZ0craoASRJUpUml5CksvM4IW4nAKrlj0Kjn+H4KlELJG63aHp4LZmrQYt7xC6ktuNFwm7b+2D5FNFp2u0UeSDXW2AduOcbiN8N0RthzUswZIZo9mgKEwHXPbPzAotr08/GY66G/e7vMJj8UOUnzQ78QAQO/tWuyXNcNmuS2Npet4cI1mzpYlasZkfwC7/k3a8Xh9vNofhMXvrpAAfjRUHBjpGBvDm0JQ3DzNe8n5EkSdeHnIGRys4cjjLkczz1eovLx1aK4KVOd/GBXeTDK9fp/a3c5izlW3puBiQchD0LYd1rcGyN2KqsuCGiNcqUKOjyCKx8Fn79F57Ri6DzFLHF2hQKTpt4HI8brImi8N1VLqm43R4SM3OJSc0h2Zpb7GchoDbUaCc+vM3hsP1r8K8JSUfE9u+/PhDnAoXnl895eU3sijocm4ZivCBx2RxWMcHL2v/CkvGw9VNRRXjXPFg8VhTYq8BGjkWdSc5hxJd/FwQvANtPp3HPF1uJTbdd5J6SdHFF38tsjmv85U26KBnASFdGZ8LdeKD3saYDiyXUJmTmMmvTKZKtdkBM48/dEs25jCIfHLmZ4gNw+2yxNBR5C6x6Dja8C2e3kZyezjcH3JzP1YKPL+nNx/HjaQNniBCBT8oJOLZaBDxRX4n8kD3zIXqDSHa9AnHpNqavP8E9X25j7Owovtp4ioNxGZxJzsbl9ogb+RhBpYHeL8FtL0K920SPpIxYkSNzbi8sGgOZ8bD1M5FsC5CTBru/h7TTV3RuFU6lKuwNtfn/YM7tsPY/4rLeTyyvVQI2h4svN57Ekf//dYEsu4sVu+OKNW6UpMuRmu1g3rYzxOUFwVm5TtYcSuB4QlYFn9nNo3K8y0hVi92K6sRafFb9W1zO/7Ba9QIc/gXs4hc4KSuXqQt38eGaY7z680HScxx8sOYo7646ykPf7iAx64IquhmxEL8LQhqJGZafJsPAD6H+baQkJ/LO2mje+O0wjy47Q/KELSxS+vPML9GMXnKO+CwXZJ4XDRyPrYYabeHXp+CP1+HUetj/g3j8MohPtzF65t98vO44Z1NzOJuaw6xN0Uz7YS/Hk6ycTMgovLGlJng8kHEWtnwighlzGAz7SgQxnR+Go7/D+jdh6QSR0Lvja/j9afh2EGTEXfn/BYjZH6/LaeAu52+CphDo+Sx0fFBcTjoq/m4+HAb8r/T+SddZlt3FP6dTS71+84lkbI7Km7cjVU5pOQ5m/nWSt34/zIQ5/3A+M5dVB87z5KI9jJz5N6eTsy/9INJVkwGMVHYuG6oNb4GioNTpDv8+DvXztjdvfLegvL9Oq+H25mJp49d957j1/fUs/EfMhvRtGo5Oc8HL79AKSDggdvIYA8WH/OL7YNnDGKPX0r9xAGoV7I7NpPesY7zzpwhIOtfyRWeNAxViJub3p+H7kaK4nFYv8jFOrIODy0WQcRkURWHVgfOcTS2+xHM2NYcDcRks3hFDZnpesrJWD0F1IaAuPPiHWDra8LZYUntyPzS8XTRwVKnEjqXp7eHPN8R9I28F7VX0crEmiKWc5OPick4qRM0UeTnlHcSoteBf3fuYX4Q4XknoNGpCzaVv94/wN6DTyrdBqWxMOg23NQ7DR6PieIKV/h9t5Jml+wBoWcOCr07WU7oe5G+uVHamUJT7luFpOw6GzxbfxofOgHb3w/jlonIuYDH6MLx9TZ67vTEAmTbxgfrobfWYcEukdxM2W5r4Fr/mZfGYPkZRmt7jwvdcFN3rBzBjTDuvx7mjRQQv3dmIkFqNIagehDQUuTj5O4Pung1RX4pE032LxHNchnSbk2W7S5+x+eNwInofHVmuvA/q3Cw49DOseBTmDYXov8TxecNE0GIKhoZ9xfkA5KaLv1vcA/1evfJ2AzmpsPYVkSw8905IjYZtM2DDW/DdIEg/c2WPezlsaWLJ74/XxWXfYPH33zNg63RxbpVAgK+Ox3qVXoPnge51ZQAjlZlOq6Fd7QC+e6ATAJm54j2pS90g3r+3FWH+FdDa5CYkf3OlK+Lxq0FKu2l4THlLBX4R0P8N0Y/nAi63h9PJ3jMZZ1NycLqL5B00ycun8asmAhD3BdtcHVk43CpOp3g/zrmMXFwaX7DUELcvGqBknQNLLfFvje6y8zLUKpX37FAROq0aj6Kgyp85yU6AFVPEv6u1hVHfi1mIpMOw8jlxXi6HmBW6UEbM1c2SGAKg6+OiK7c1ET5tA5s+ENe1Hu3drftaczvEzBZAyxHw+A7RxBHg1Abv/78K1rZWIJO61/U6plbBfwY2JTLEt4LOSqrq7C4PsWneuXxJVnvx9zap3MgARrpiZxPTvQ8U+cBMsdp5f/VRFu8Qy0bNqolaKL/tP89rvxwkKcteeOPgBtB+IrQbJ/JfPG6xw8dgIb31ZBbtjOfdVUcAaBLhh1oFe2LSeXTBLs6nZsDCUSIhVqsXMzEgkoBrdoAWw6HTw+AbeFk/l8Xow/iukaVef1eraqhQCPDN2xptCoO7PhbLaENnQIO+MPZHCGsGA94CBdgxG9b/T9w+vLmYmYmJEjkx+Ym9ZaVWi+eYuNL7eOM7offL5dubyBwOd38F/d4QOS++QSInZsDbMGp+pepEHWTW8USfBvzxr568M7wlH97bij+fvo3RnWpjMV7F8p1008rKdbLqwPmCZaMGYWZ8NCpOJmVz/zf/FCT2SuWr8ixWSzccBfAo4tvItL4Nub9bJMt2x7H56HkGNzZixAbkdS02+EOXKWI3EYhk3sHTxczJ0c148r7QD2tTg5cHNWPH6VQemb8TJf/LjqKI4OXeb8V9/npP5JsoHghqAPV6luncu9YPpnPdIKKivZdCOtQJJMSsp08ND772FNCFi3NvMVzMIpnDRECSflb0J/KvJpJ087dQt7kP+r8udkn9MF4MEoiZGLVGBDZlkZsOB5Z5H4vbIXowlXePKL8IERjmdwI3hUCHByqmM/glWIw6LEYd9cPMFX0q0g0i/1e3Z6NQPhzRmhOJVsZ9HYWiKBS+MUnlSQYwUrkJMet57vYm9G8eQYc6gQQYfbi/KYzP/RPtzrVwOAS6TRUdnU3B4I8ogjduhUgONQRAZjwBTW9jjC6cxnVq0LpWAEEmHd0bhjD/wc7UCzETYTHA2CWi+q2lFpzfB71eBFumCCgC65R5RiDc38D0Ec3ZG5vB9ztETZOBrSKoH2IiXGej+p8vwMD3C+9g8Af8xVLOkgkQ87coaDf0C5GTYqkpcmDqdAWNXrRemPA7GAPAN0TswNL7QWiTyw9iclJFjk/+slGDvhC7XZzD3DvhgdUiN6g8FQ1WKmHwIknXmp/BhztaRBDub6BphB8hZj3+Bi0LH+pCNYuBGoFyafJ6kAGMVK6CzXp6Nw4T1U6TjqH5ul9hEivAibWiz9Gtz4oP89Am4rg6b3XTYAGVigCVil6BSkHVVF+dli51gwurqAbWEcGLWg1+/Qp2Ql3NB2pYoD/9SKNH6hbcvqFo0tZh2LlGtC4Y9X3J3Z+1BmgzRgQwx1bBxy3F7QGGzRKzQyfWiv5FQfVh/ArRL+nbwSJxeeIqCGtyeSfo4wu1uoh8m3bjxbJRZrwIXkIai+slSSoXfgYfejQIKXgPEom9gbKy83UkAxip3KnVKlGobvUL3sFLvm0zoO04EcDkBS5OtwcfjbrgssvtQVPkjaHYG4X6gpSuKwlc3E5R8t+aJGZD7FmwdCKGvLYJXn58EMYuLdhxVcDgL3o1uXJFPZv84KX7v6BRP9CZRP6I2kcsl83uk5fkaxcJzD7Gyz9fHwPU6QZT/gGdr1gyMgTAQxtAZ6xUeSiSdCMq+h4kg5frSybxSteHLQ1O/lHydXo/lNRTuPLqtFjtLv48kkhcmth15HC72ROTzvFEq1hfLg9pp0U354w4EZyc2SqK35UUvACc2wM5pXSYdttFZ+4LJR4SO5E0OpFYPH6F2BWVdV4EL5Za4lhgCbM6F6PWgi0Zltwvzl2tFq0XFowozCeSJEm6AckARrp+Sgg+0rv/l72DVvLc/uo8tmAXv+yN53RyNi8s28+4r/8hPt3G3pgMxs6OYsRX2zieaC3bc1oT4fSWgurA2NJEnZacCzpmp50RFXET9otCfNEb4Pt7C+9TmpKutybBuldFGwMQfZJALCf98qToz4RaBB4X5rpcSQIviC3n84aJHU0LR0H8HrGEdH6faGGQXUqQdSnOHLEclXW+UneYliTp5iUDGOn6MFigXi+vQ+ndXuQr660MmX+WH3bGs/pgAlMX7uaJhbv5aERrzqbmMGTGFsbOisLu8hDoqytbhUtrIqx+SXygH/pZlNzfMVcEK5s+guy8IEajE0nDmz+GpndBWFORTOzKKb12jEpVWLyt6HEfk/h3r/+InUiDPhWXfYzi8eJ3inPwuMXOHY2PmAGaN0zsXioLnQnu/U4EQOf3wcye4uc2WGD4NyWf48V43GLm5pdp8HlXmHmbGKvM+LI9jiRJUjmTAYx0fRgD4Pa3CxsA+hiJqzmQL/5OLHbTU8nZ/HUsib5Nw0nKsuNwe6gVZGTepE7ULEt2v+IprAi7YoqYVfnjVXE5J1UstYDY6nzPXFE/ZtnDcM8cERCc/FPks5Sk+T0lV9DN7xE07ifoOEm0RWg+DMb/DHe8K4KYtNMiRyawLjy0Xlyn0YldVPYyzjD5GCCyB/R9zfv46EWF9WbKIjVaBC37Fol8paxzoofT9yOvvF6NJElSOZABjHT9hDSGyZug61RoNZKfjjtLvemSHbH0bx5+dc/nFyEKy9XvIy7H/CP+bjUa+r1eQsNBFfT+D2z+SMxEbP9a1HZpO04EGCBmS9o/AAPezNs6XQJTiJhtyq/DYvCHureK59ObRaG5Ed+JnJeA2oU5MRNXitmfsso4I5pIXmjlc2WfNXHkiPo5JS2Nnd8nOmtLkiRVEjKAka4ftVo0Pez7CvR7nRx36ctBuS43Pho1oWY9Oo2amFQb477+h9i04g0WL0qrh+ptvY/V6gg+RhIzczmVZEXJShTbmuv1hORjsO8HcbtWI2DT/4nlpHu+gYf+FCXzb//fpXf4FJ35uPCy3g8a3VGYsKvRQY2OoqpuWWdMrAkw504xe2OwQK+XCpeTfhgncnIuV266yNUpzd6Fl90QU5IkqbzJAEa6/jQ+YLBwV6vqpd6kZ6NQTiZaWf74Lcx/sBM6jZrUbAc5jjIklNrSYOe3hYXe8rco//YvPIdWsHbPSYZ+voWjWT4oWiMc+BHajBVLQ12nQmhTGDJdzDzsWyJ2CgVGXpv6KkU7UGt9riyJV2OAHv8WwcuE3+GWJ2DMD6IeTe+XC5fsLovq4tu4DRbvrepVTU6qaBCaz26FnMtr8ClJUuVTqevAZGRk8NZbb7Fx40Z8fX0ZNWoUDz74IOqq/CYqFWgQbqZjnUC2n/H+EDH6aHiyT0OCTDpqBBgJ9dOx4MHO+Bt9aFiWUvAuB+yeB4C75SjSb30Nv98eRXf6T5Qdc2jR43MCfXXYXArxd85F70ghJLg6TFongh9bqggAxi4VQVexJaeKodfrCy8YLaJxY/Ohor6MSgV1usO0A6DzK1s9HFOY6Ee14e2Sr29/f6l3dbo8WB0u/A0+BfV6UrPtGH00GHWV4G0mJw2ivoKIllC/t8iPOr5aJE23nyBylSRJqlIqwTtL6aZOnUqbNm1Yt24dycnJPPvssxgMBsaPH1/Rp1a55aSKbcKuXFHYzC9CfACXeNs08DgLP5wdOeJbatECbRewu9wkZOSiDYkkOjkbjUrB7lYI0KuJCBJ5IclZdow6DSa9FtxusJ4Tu4A0OpEbYgohzM/AZ2Pb8fPeeL7depqsXBe9GocwtVc9/A0+HDpvZdmuODrXDSLA1wePx82ZZCs1/XxIznGQbgcVbgKMPoQHiMDGkx4DThvpKgtodASNXQrpZ7FZGmHDTHSHt2gZvoCjdcay+rSHF+5owks/HeREopXawb78q4+O9uE6PNrqBAZHkGzzEGFLQmuJyNuSrBZj6bJdNKDJcbjIcbgJMYtgw+X2kGFzEmzWl3qfEmUni51Lefk0quxEmlUzorgdoDGKbdRZ58QuqvwZHB/DFRXyc6Eio91Ugk9vgtObIbAuqUO+I/DXh1DVv00kHReRmu3A41E4k5rNg9/uYPHDXQg0asnKdTJy9nbeGtaS7nX9MXqsJSc9X6EUqx21SkWgScxkZdqcOFweQvxKGF+XA478ChvfEWM0Yp6ovbPsQbG131ILmg0FTclvh1m5TuxOD4G+4vrUHAeKoiLM35D33A4cLqXk55YkqdxU2qmMQ4cOkZaWxrRp0zCbzURGRvL222+zZMmSij61yi3lJCwcDZ91gC+7wxfdRDJq/m6cC9nSYNe3sPZVkSvhyBE1UH64r9QE0OQsO5/+cZx+//cXQ774m34fb+K1X49yPtPBxHl7+OdkIuczcnhq8W7WHU4g25qJsm+ROJcvb4EZHWH+cEg8AjlphPuqmdTUw7L+NlbfaeMtvx/RZZ9j6BdRfLDmGE2r+/PS8gP0/3gTt3+6hXu/imLl0VS+2HSW2z/ZxIBPtjJ69g72nE3FkXwG9S9PkpGVzVdb4/l8/QlSc91YYw+x9kgSL/20j+CQCOZoRvDZDit+Bi2PzN/FoXOZONweTiRambJwL/P2ZqLJScGwaDj+5OA+swUl/QzMuR1SjomCfD8/nlfTpbgch4sNR5OY+v0uEjJzcbs9HIjLYPSsvzmbWoYcnuxk2PCOqFSckwqZ51AdXIZ65bOoM86I6sZ7F8HnneHgT+LyFXK5PeyNzWDM1zuJuWshTFzJySHLuffHNI4N/Q2l5wvFmkOm5TiYvekU09cf52RiNn2ahrP1VArTluzjeLKNTJuTZ5buxeZ0w/ejRKG9ayAl285Ha48xd+tp0nIcZNqc/LI3npeXH/DucJ5Pq4MGfUSekaLA4vvgx0ni33W6Q2T3iwYvouvwXlKynYTUrMvemAwmzNnO2dQcsmxOlu2O49Wi3dUlSSp3lXYGxu12M2HCBFQX5AVERESQkpJykXvd5DLi4LvBooJsPnsmrHpObGNuPcr79iknYd0reRcUaNgv743dA399CP1e9cqhcLjczPv7NDPWnyw4piiw4VgSSVY7IzrUYuw3O5g3qTP/RKex5WQKfz3dHdOfr4tgKd+5PaI2y4j54BuI+ut+hOXtfMnq+gz/XZ9GXLqN/w1rwWMLdpF9Qd5LktXO1IW7+eK+dvy2/xzJVgenkrMZNSuKVQ80pI6isDfLzFdbj+Wdn4dGNfrz3PIjAKzYG0+ziABqV/Ph2aVFquXm+eqvU4ysWx0SDuL/4yixYym/KNzyR2HYl3BsNez6Dro9XixvJCPHyePf78KjwJOLdjO1V0MmfbedXKeH537cx+dj2hXMHJTK4xazINtn5Q20B/wiUK1+EQBVzY5iyWfls+L6E39A4zsQHTHLLsvuYuLcf8i0uRg3ZycfjGjNo/N3kWS18+D3+1jxWHcuDF8UReFAbAafbxCvhfFd69A43I9Xfz4EQNNqFib3rMedTQIJnD8AEg/AH6/Dne+JXJor5PYobD2RwoIoUS/HoygEm/W8+vNBANpHBjK+ax102iIJ4v7VYdQCmHmrKM4HYgfYvXMuOpOWYnXwTN7r5Lkf9zGyYy2eWLgHh9vDm78eYspt9Qt+5o6RQYzpVBsfbaX9XihJN5RK+5vWsmVLhg8f7nVs/fr1tGjRooLOqApIPOQdvFzozzeK1fHIsDQm+oH9HBy+gZjG95N7ZA2gQI0OcOvTxRJAE7PszNoUXeLDH4zPpHqAEbVKxdKdsfRrFs67w1oQuOerwg+MC+WkQFY8HFrutW03tVZ/NpxIo2NkINtPp3kFLxf6busZhrerWXA51+lh6YF0PKho5Z/Nw11FgvDX25MLgpce9fwZUzOZLiE2wvz0WO2uEh/b6VaIV4WLZN2UE4XBizFQ1HL5+Qlo0A/ajSsx6dXf6MP00W1RqeDvU6mM/TqKXKeHmoFG3h3e6tLBC4idRJHdocMkcXnzRwXBitKgLwTXh1V5wUvTITDwg6vK0THrtHxzf0f0WjWnU3K454ttJFnt+Bu1zBrXgUBf7yVIlUpFixr+PNKzPgDfbTvD/34/DECnukG0qxNADYOLBttfQZV4QHQc7/PyVQUvABq1im71gxnTqTYA0/88URC8DGgWzpA21YsHLyASds9sFru28mXEiK31jtJnxYLNOt67pxUA648m8cj8XTjcHuqHmhjbuTYT524HYGDLCAa2rCaDF0m6jirtDExRSUlJvPvuu0yfPr1M93O7b54y6Oq4nZS6jyUjFsVlw5M3Hucy7byw7BCbjotS83qtmokdH2LSwAGENO2BxxAoclcukG13XXQXUGxaDkEmHUfOZ/JQ93q0DvfBPPN/pZ9wbmaxnkFOj0rM7AebOHK+9CWRw+czGdS6mtexnedd5La5h6Ckf5jSrCVbz/pzIE48hlmv5dMhdQic1QHPqIWYKCUnKI9d0ZDV81X81j1bePCuj0W9lazzKBNX4tFbio0RgEGromejUO7vGsncracLjs+f1JkaFv3lvyYNgah7v4TqzGZIOiqO+QbDnR+IpTi3qKOjtB2LR+dX4rlcLrUKWtXw59XBzXlh2f6C4zPGtKNhmAlPCdun/Q1aJt9al20nk9kbmwGASafhzaEtGDR9Mxq1iqajnqB5yjHUo7/HYwy5qnPMF2DU8syARkRFp3AySewqCjHreGd4K/wNmuLj63Gijt6IKm/ZSKnVGTwuVHE74Yf7UMYswRPZUwSNRfj6qLmjeTjbTlbnp92Fy6ozxrRj/Df/kJbjJMxPzxtDW2AxaG+q95vrJX9M5dhefxU19pf7fFUigHE4HEydOpUxY8bQpk2bMt13//79l77RDUCn09HEEln6x7IhgKwcB8ej9+AXWoOnfjrGoXOFMx92l4cvt51H36MOUxw/klO7N6cSvAMIU3gdtGoVLk/JDRXD/Axk2Jy0qmnh7+gUQswR1Gh6Nz6Hl5V4e8UUiiow0uuYX+45qllMJGfZqR1c+nblGgFGkqwOr2P1AjTootdh7TiF9ed9ORBXOFtktbuYsfkcU3q9R5DbQXDGLuoEB3Mmpfi37xCzjtp+KvxWvOd9xZ+vw+3vwk+T8fz1IWnN7udMUvGib0ajL1Z9MIu2e7cFeHbpXt4Z0pj0c2cuqylleIAv4clb8MkPXgByUlD9/Tn0fF7MqgGqxWPxjPyB00oEmVbbJR+3JDqdDm1gdT5cc9Tr+MvLDzD7vtZkJ8bgcnnPWPn6B3IoQ1MQvABkO9zM23aaVwc144WfDnDfkrNsePQ7LL89g7XHy5w4d+V5OvnMASH8fc5VELwAJFsdfL3pJIOb+JGV4p2b5OPjQ6PQ+hj8a+Kx1Cbnzk9RAb6/TEaVk4LdXJujhw4X+/kADCYzaSoLv+3znkV887fDvHxXM/71wx4Ss+zM2xrN7Q1MWFOLV5aWro2b5b28MqqsY69Syq2977Xz73//G7fbzUcffeSVE3MxbrebPXv20LJlSzSaMvTPqcLUmbGovugGjuLl6JVe/8Fzy5Og0nAgPoshM7aU+BgmnYbVI0zUiF+D0uPfKLrCbcs2p5v//nyIZbuKJ2NWsxj4d//GPL1kL7PGt+dfi/ficHtY/XgnIhd0K76MpNGhTFyFypYimhDmNQxUqrVldZvpPL4ihlnjOzDp2+2UFC+9NawFX/11qiAAUalg5cSGNN72b7a2+5CxC0QOzC11/agX4s+87eKcn+8Xyf3V4zCufY4D/b5n1KKzXktJeq2abyd2oNOmB1Gf3iCWjbpMgb/eB7cDQpvAne/Dt4NQBvwPpd1EFK33jp9zmXb6frSxYNlobOfavLf6KIoCfZqG8d7wVgQYL/HdQfGgPvkHqoUjxcWGA8AUiiqvSaTS701oPRK+HYwq6TBKjfYwejEeY9DFHrVU6TYXt3+8SSwbGbRM69eId1Yewe7yUD/UzA+Tu3ids6Io7DiTzqhZUQB0qRdEzUAjS3eKcf53v4a4FOhYXU/Hnc+gO7kapcMklN4vo+ivLE8HwKOIpZyH54ku4X2bhhPg68PSnWLp9M2hLRjerjo6TfGlHHVmLGh0eExiqU1tTQCPE49/zWK3zXcm1cbtH2/C4fZQL8TEwFbVmP6n6PI9qFU1hrStwYPf7gDgveEtGdy6Oj6aK6jnI5XK7Xazf//+m+q9vLKoqLHPf942bdpc9Hkr/QzM9OnTiYmJ4bvvvrvs4OVCGo3m5nnRW2qKvjrf3+vdbbnlCFTtx6PJK552OiW7lAcQ36Cz1X6oOkxEZfTOVzBrNDzbrwGJmblsPlH4+DUDjfxvaAte//UQ7wxrRu1AI0FmHbc1CsVXpyGn/p347p1T2I3aYIG7Z6Fa94oorT/0S/h1GjisqM7t5pbq3zNnzMP8cTSRt+5uyeu/HCpYutKoVTzUoy7pOc6C4MXgo+aD4S2pHehClZ1MQ7Odng2DRNA7sDo+WXEYVCGsO2XjrhZhGBeOgdw0mm58hJVjPmZ9ookdsVZa1rDQq3Eoe6PPk9boboIT9mIfuwLtmU2o752LatlDoudQ4iEIaYiq6RBUelOxMTTptTx8a32W7Yrl+4e6EGrWUyvIlxeX7efpfo0J9NWhVl/qtayB6m0g8lbQmVAN/gRUGhSND5zdBk0HoTKHwX1LYO1rqPq9BuZQrvSVbvBReGlgU/778wEWP9yVBqFmWtawcP83//Da4GaY9dpiv0f1wsz0aRKGzenm/0a2QVEUQkw6Vh5MYEh9MAfXwKTxoMvqAwm7UXV5FJXv1dVb0QCtawXQuW4QFqMP/xvWArVKhU6jZtfZNHo3CcOoK2UeMq/yccFPYanufbkEAb4+3NelNhuOJvHdpE7gdmEx+jBj/Qke69WAcH8D97SvyeFzmfRoGIqhMtS8uUHdVO/llUxlHftKPQPz888/8+mnn7J48WKCg8vWVTd/BuZSEdwNx+MRdUEyYkVp+KB6ov6GMaDgJtujU7n3q20l3t1Ho+KPp26hdmgJyZZOG+xeQKrNRVL4LcTYzQRa/PHVqcnKdRPupyPUrOd0Wi4ut0KwWUeNQF/SUpOxpZ8nzBmH1uAn6m64cuHrftB4IPR9VeyWSjst6pqYQiA9juTqPbD7BGB3Q1yajRyHi/qhJix6NTaXh+iUXHzUUDPQQESACZ3Hjic7GexZJKuDQWsgzJ0AqdGkBbXBoagJX3Q7tBgOXR6BHybA6b+g2xNwa141W0cOSVl2nE4bwUY1cTkGahly8NFqRI6EAqCI9gL+1YqPUZ60HAdOl6egVkiO3YXN6b7M4OUCWefF9JJZ9IXyWJPw2HNQBdQsfF3b0r3+f69Utt1FrtNNkEmHSqXC6fKQZXdh0mnQ+5T8O5SYlQsKBT9nWrYdh9NFuMYKfnm9rHIzxP+3+Sp7W10gITMXtQpC/cTzpljtON0KEZay17+5lNRsB063hxCTD/v27SO8bhO06sI6MClWO06PQoT/tX9u6SZ+L68EKmrsL/d5K+3XhR07dvDiiy/icrno0aOH13Vr166lRo0aFXRmlZxaDZYa4k8pagUZqWYxcC4jt9h1d7erSWhA8VkFAKyJsPoFgtwOglRqGhsseUXvwsEYBKMXgtGfxnodGTYH/gYfUrMdBAWFoOj90ZpakJptx9/gg1atgoc3gM4kAqzcdPh5qni83HQAQgBuewG6PEq90OJF0GqHFF2K8EWtE7tTCvfjBEBoYwIB0s5Ap4eg1UhR02T4LFEHp/3Ewt0xOl9Cg31B3IN6lrzHKKNAHzf4Fu5Q8lU78DVfQQuCIj2XFGMQe4+epU2bC5Y9rkHwAmLmyKQvfEvw0aoJKtryoIgwP+8P7UCTHtADF7yGDBbg6nYfFRVeJFgoc4HAMgjK2zXmdrvxeDyE++m83lTL87klSSpdpd3z16FDBw4cOMCRI0c4dOiQ1x8ZvFydCIuReZM6USvIewtw78ZhTOvbCKNPCXGtxyNya4bPhpHzod394lu12yG2o57fW7BspVGr8Df4sDc2g6EzthCdbCXIpONUkpUhM7ZwID5TJAIHRuYFL5mw+kXIjCsIXgpseNt76+vVCKwjzju/IJtfhJh9udYtAqyJsPWzwm3rOamwe4GYYZIkSZKuiUo7AyOVrwZhfix5pBuJmbmkZTuoHmAkxE9PoG8J37hzUkWX4nWviA9ntRaaDIQR38GPD3kHHR43qDVk5bqYPG8HyVYHI7/6m49GtGHa4j0kWe08/N0OVj11a8E3W2xpcGJt6Sd74k8IaXRtfnBdkVmQizUvvBLWJFj1vGgMefJPGDkPdsyB9W+KgG3C7xedHZMkSZIujwxgbmIR/oZLr9srCpxYJyrQ5vO44NAKUcm376vw61MQUEc0xlNrIbQxFqMP3z7QiZFf/U1ilp37vha7VfwNWr57oFORwmhKYYJvSTxO7/PJOieCKo9L5MuYI0otBX/d6YzQdDAcXAZnt8L09oUBXmT34l2oJUmSpCtSaZeQpEoi6/wF7QaKSDgABn8RRNzxrghe0k5DTipqtYqmEf68c3dLr7u8f29rGkf4ee8o01ugdtfSz6F+b/G32wFn/4bZfUVfpZk9RY+lwyu8qvleLrfbc9HLV0RnFi0Z7s5rAZAfvLS4VwR717ChoSRJ0s1MBjDSxTmzS23sCEBqNExcLbpeLx4LSydA2ilQFE6nZPPaL4e8bv7y8gPEpOWIwChuFxz5HTJjYfD0kneptB0Hfnm7fdLPil5PmRfUobGlwdIHIPFwmX6s8xm5rDmcQGaumN1Jttr5eV88KdZr0JDPZYeUU97HMmLAXXLrAkmSJKnsZAAjXZxGB9qL7LIwR5CYnMS+3DDs9fpDUD1Sfeux40waP+6MLSiM9t49rTDn7XDRpEXDnDtgVi9YNFrMovw0GSauhE6TIbAu1GgHI+ZBn1dE0q3HLRJh3Q6xnTmiFVRvB/lF5Na/fdndmBMyc3lswU4enb+L5bvjSMt28M7KI0xbvJcP1xwj+WqCmJxU2D4bNrwlLoc3F9ugY/4WgVaRflSSJEnSlakkiQNSpWUKg9ZjYec3xa8zWEis2Y9nVhxnS/RR5o58hRaR1fh8UyyzN4ty8g/fWo9hbWvQKNxM8+r+nIs7Q42VEyC1yAxF3E74/Vm4eyb0eBo0PoW7hUDseIrfRWb7KSQ1GsOmGAd2l0L37nqqJ2wkcPcXYgu24dJVXtUqVUH9kP+uOMjXm6MLiuLVCNCLLd5XI79vUNv7oN8bEL0Jlt4PXIMlKkmSJAmQAYx0KT4G6PkMJB0WFWDz6cwwehFuRUWC1Y3LozBh8Sna1U7ln9NpAMSm2ZjUvS4RFgMqlciJaYICycdLfq6T68SSUEiD4tdpDGS0e4z5McG8P8e7x9CwFu14acAMQi5zR1Gon543BjXC7XKw9mhqQfDydO86jK0WR4ASDJStcGIB3yDo/DBUbw01O4jLDfvCuBViJ9VFit9JkiRJl08GMNKl+VeHIZ+LICbxMIQ2Qgltimrj+1Q7vopvxm1h4g+nOJpgLQheHuxRlym3NSjcKg2iAq0trfBxTSEi+dZ1wZJNCX2cANBoOO3Xlvc3/lPsqp8OpNGraXMGX25BN5cDdVY8vtrCGZHqFgNmtR316Y3gTILmw+FKK0/6BkHDAaKoIIhifZE9Ci9LkiRJV00GMDcbhxWyEkSNElsq1O0JltoFfWFKpdWJhob2LHDkiF1EmXGg1mBUu2ld08Kp5Gw8Crg9CrfUDcDkzoDYM3DyT1xBjYkJvw3/gOYEq1Rgqc2ZuxZhcKQQvuwesUSk8cHj41uYmJV5ThwPqovT7WFuVPEmkvm+3BxD9ybVvQKm0iTnKryzzcaKg+kAPNmnIb2ahDF70ym0Ne7lrjq1yEjLJcDXh4CS6uJcjqLByqWCl4xYOLdP/AlrInKALLVE/szNyOWEjLOiyrBv3mxYyilRx6dIdWJJkm5O8ivhzcRuhUO/wGft4fd/w/q34JsB8OMDkHhEFKkrjaWmqMCrUkNWfMFOoNQHdzBjRza/7j/Pj/fVY9Houug0aiYv2IPVmo1HUXDF7GS/uiF3TN/KhxviSBv1O6fu/J57Fsfz5EZIuHupSMZtNQrlwI84UmNF8LJkAsy9E1JP4XIrJGYWb32QL79fzeVwuRUOnhMJv9/c1xJ/g5phn2+hW/1gwkOC2XMulz4fbWRB1FnScxyXPbxXLOlYYULzxrdhyf3wZQ84Xzlb2Jc7lxPid8EXXWHje5CTBsnH4Jt+8NMjxTubS5J0U5IzMDciRzY2ayY2jZkgRzwYAnCbwsh0qPHbMQdt0aJxZ7fB7nmiRknbcWDK+8abnSw6L0e0Et+EFQ+oLyhApzOTqw9m9aGdLBpVhxabH0Ol9+PHce9yPsuJecv/UJ/fhXL3bHYcdpLr9PD99jgSrWHsjT1PUpadXIebLH09Qm95CnVQXTTLH0V99HcUjQ+quJ1iBiL5OAb/mvRrGs6WC7pgX6hb/WD8jZf3co6wGPh6fDs2H02gWaDCjI3xKAq8tPwAw9vW4Kc98bg9Civ3n+PeDjUv/YBXw5oktp4XDR5z00VAM2ndzZc347SK4okuO0R9KWanYv4Wr8f43WIWUM7CSNJNT87A3GisSdj2/czWUync9fk/RKc7cW98n8NxqfT/ZCsHu32Cq0an4vfbs0DkpGTkJchmJ4slo28Hwd5FogbLovsg8aDYxmwOA4eV6id/YPF9DWikRKOO24Hq1HpaRD1Lz5Mfoj/4A6ScQHNmM2MizvHELaLn0LrDiSRl2fHTa1nwQDsUxcMP2kEku0WZf9X5fYXBy4h5ENkDlVZH32bhhJiLL+notWqm9GpQcg+nkrgcVI9dzdDY94iY24UZdwbTvpY/igJLd8Xh9ii0qO7PrPEdijUrvOZykiHhYMnXZcRC9kVmxW5UxkDRLbz7NHH5yK/i9WgIgIm/Q3AJSd6SJN10ZABzI/G4Yf8SbLVvZdpvccRn5DJqyXlWhT7AyFnbSbLaeer3BDL7/1/x++ami2TTAz+Jy4oHsvNmO7Z8LAqxZcWL4GXYTJQH/0QJawYeF9VXThK5KgP+B4AqegO6I8vEfW95CmzpmNY9yz2tw7xSOtrUCiA200X/r0/w2ppYckJaioThfOYIqNmxoH9RzUBfljzSjf7Nwsnf6dwhMpBlj3ajTlAZOj1rdVCrI7pzO6DhAAJCq3Nf10ivm4zuXJsAk0/J97+WXKUviwFia/jNyDcY2o73Plars3h93Kx5QZIkeZFLSDeSrPOw6QMC9ixi4YivGLnoLAmZdh77KRqAcH89c4ZFELTsnuL3rdU5byYgL4/EHAa3vwUocGAprHgchn0lisXV7orHFIrj7u8w5J5HFb8Hw/JJMD5vq3DyMfEYvsHQ4m5Y+gCnBi5k5LzjXi2PNp1IJtis580hLWjhn0P11ZPFrEPBz3MOFo6BUfMLApu6ISY+Gtma9GwnHhT8DVeYaBtQG8b/TK7aSFSck38v9c43+c/yA4SY9fRoGIKvrhx+TaxJkJ0EThuMWQKn/xLLJe4L+j6p1DfvUknyMZhzp/ex46thwzvQ89nCxF5Jkm5acgbmRuK2Q04K6oS9ND7yGS/09t5Z9MnwxkSeWSZmUy6kUkO3qbDrO2gxvPC41iBmQFreI6bwf3saHDkFDQmPns/GU6OjKDw36FPY/nVh8AKQkwKrX8I17Gvm7MstWDZa+cQtPNKzHgC/7IunTe0AmqlOo42LApUK+/BvUUYvEucVvxNOrgdXYTKtWe9DzSBfageZrnyXEIClBtkqE/9ZcaBg2WjbC73pUCcQRYFXVhzE5nRf+eOXJvUUzB8mklTn3AELR4geUnfPFv2k8nWcJAoJ3mxsabD5YxHgGQJgyt+Fy0nbZ4vXoiRJNz05A3Mj0erBFILbryZHmjzOWwvPeF39xNKjLH7oMeq6ciHqC1GWv1prEYDs+R7q9RJbd0HMtBxcDrYUqNEeWo6EHyeJYnN6X9RhzdFoNCKpNyASzu+DQ8vFfbtNFY+z8lk4vQntydU822EAOc5wHuxRn8YRFiaY9KhVKtrVDqROkC+Kf2ccfd7EbamFUq8PKp0WRi0UScSN7yy3Ls7BZj3zJ3Xmzd8O8frgFlSzGPlsTFte/fkQz93RmGDTRdooXIms87DgHtHJO5+iwOFfQO8PrUbCsVXiA7vVKNCbr+3zVwXGQOjzX9E7qvuTENpEvKZUGqjbAwIjK/oMJUmqBFSKUnRLyo3B7XazZ88e2rRpIz5obwYeD0R9SWr9odz2xX4ybS4i/A280rcaz/wWg9XuIjLYl2WPdiXIHpu3y+gInN4oPiyrtxVLRyB2xexbLG6z5WOxE2nIDLG99denwBSGfezPaMMaivHNToEt/weGQDFjozPD8TVw8g/o/TKo1KRpgrGYjKKgHZCQkYuvXoOfQeSaOLJScal98DX5iXNw2sCZC76B5T506TkOr9mcopevmdidMLt3yddpfOCRraA3ifwfdfHX7U31us5JFcFMfs5LTqrI07pYb65ydFONfSUix73iVNTYX+7zyhmYG4laDa3uxffIH3x8V0teXpvAguFh1D76NbUffJEJ3+3m09FtsfjqwVgH1DqxTFSnG5hDxYdFPnOYWE6K3S4+SM/vgwXDxQ6QcctRtn2OS6UVL6CsBLEFu/s0QA2KG/R+0PQuUUbfFApA0TAk3OK9w0fnF4RXyOBjFH+ug6LBSrkEL1B8+e5Cbid4nOBfo3yeu6q5sBdWSZclSbqpyRyYG40pFEPLwXSrF8TPj3YkMkCHuudzNK0RxOqnbqV5dQsaWwr8/bnIwZjZE2Z0hMX3iTyMC/lXh7q3wejF4nJwA+j8CKx6AW5/h0SbBnXyEfh2ICTsF7MvDivMuxtio0CjLwhepDwBtUu/TqsXM1eSJEnSJckA5kak88UQWI1gix+ENgK/MNRqFUEmHRoUOLQC1v7Xu+/Q6c0wbxhkxns/lsYHnDkioXbQJ/DzVEg8hOr7e4hUnUP13RDRnPGH+8U26wX3wvm98P1IUXBM8uZfQ+R0lKTdxMIlPEmSJOmiZABzs7Gegw1vl3xd6inv5FJHtshhWXK/qAuz/m2x20irh5STqObeUbhT5M73RHJq0mER9IxedHMmoF6KXziM+QFqXlBMUKWGNvdBj39dtyUzqfJxuNykWAsbmyqKQmr2dWhlIUlVlAxgbjZOmwg6SnNuX+G/3U4xI6MoUKsL3P4OBNWDXi953+eer2HLp6JTNUDf18TtKyjZstILrCMCvMf+gYf+hKk74Y53RXAj3ZQcLjc7zqQxZlYUcek2FEXhWIKVuz/fwvEEOZMpSSWRAczNRqMXOzlKE1yv8N/GALE76d5v4d654gNWq4etn3rfZ+Wz0P2pwuJif70PqSfhxtzgdm2YgiG0sdiiHlRPzlbd5Kx2Nw9+u4OjCVmM/zqKqFOpjPhqG6dTcnhk/k5Ss+2XfhBJusnIAOZmYw6Hjg+VfJ0xEMJbFDlmgSZ3iYaC2Ukwd2BBXxplwNsFy0msfgkmrhQ7RWxpokDbxWZ6LkN8uo2TSYV5OklZuRw+l4nTdXldpyWpqjDrNcyZ0BGdRs3JpGxGzfqbDJuTIJOOr8a1J+ha1yOSpBuADGBuNloddHkUmg31Pm4OE60ALCV0X9bk7bbXGmHAW2AMRJn4O4m1B6KMWSp2zvR/Q9x34ioxE9P3dbFF+wrFp9uYMOcfRny5jROJVpKtdl5Ytp+hM7awNzZdBjHSDUWn1dCuTiDP39HY6/jMce1pEOZXQWclSZWbrANzM/KLgEEfi1yWtGgx8+Jf49KN8vRmURW3fi88+kBi9+4lpEV7NE/uFcGKziSWRaZEiZkZg/8Vn6LV7iIh006GzcmIr7YRGezLrrPpAJxMstIkwg8frYy/pRuDoiicSsrmkz9OeB1/7sd9fDepMzUCZHK3JBUlPwHKwOZweV8uhz45uUUe0+Z0lXLLIpw5xS97LjJLYQwUW6wbDYBancBS4/K6/OrNorZL/m21BjCFeOdwmEOvKnixOV00DDPzw+SuRPgbGNy6Onti0gF4a1gL7mxZDbPhOnSKvpjsJNEXKp81EXLSKu58pCotJdvByJnbyLA5CTbpeG1w84LlpAe/3e61O0mSJEEGMJfpdHI2K/bEk2ET3YLPZdiYszn6mr6xJGfZmbXpFOczcgFRzn7J9ljOpuZc/I45qbB7QWEhOkc2nPgTEg9ePIiphM6kZLNsVxyZuU5CzDo+uLcVZoOWt+5uiU6jomv94ILWAxUmPQa+HQLRG0UQk3Ve1MfZ9a3I/5GkMtJr1bx0Z1OCTToWT+7CmE61mTepE2a9lteHtMDPKCfLJako+VtxGeLSbIya+TfnM3Ox2l0MbVODR+fvYk9MOqdTsnnu9iYEm68uyS7Faue1Xw7yy75zbDqexJdj2zM/6iwfrT1Grc2n+GFyV6pZSphGtqWLLtLrXhFN7u7/FeJ3w5LxoPODB9eWXjitkolLtzF65t/EZ+SSZXPSp2k4768+yt7YDAa2rMZLA5txzxfbWDy5Kw3CKmjXTm4GrP+fCA4XjYFhM+HAUtGA8dgqaNjPuyWDJF0GP4MPt7eIoFeTMELy3kva1g7gr2d7YTZo0MkeQJJUjJyBuQx6rZqOkeJD6c3fDtP7ow3siUlHrYL+zSPw1V99HGj00XB7iwhUKvgnOo3bPtzAR2uPAdC1XjA6TSn/VToz1LlFFEBLOw1fdBPBi6JAWDPQW6763K4XvVZNp7piK/Y7q44y/Mut7I3NQK2Cu1pVY19sOinZDpbvjiUz11kxJ2mwiE7JNTqI4n7LHhSBC8Cg6WC5SKsASboIP4NPQfACIrE3yKSTwYsklUIGMJchxE/PK4Ob07+ZKDSWaRN5KV/c155bGoRg9Ln6NxhfvZZejcP4eGQbr+cY0rr6xWd4NFrRRfr+X0Veij1TBC8RrWHEXLH9uYoIMev5z11NuaNFBFA4Bp+NaUfPRiE8fGt9ptxWnwe618W/IpeR/KuLQnQX5gw1HgjNh4JB7hiRJEm6HmQAc5mcbg/nM3O9jp1JycFxDbfzOtweTidnex2Lz7DhdF+iIJzbXlgxN58tFVxVL/HP5fZwLsN7nM+m5OD0KDQKN/NIz/oVXxMj6zz8/Lj3eB9bCWe2eCf2SpIkSeVGBjCX4VyGjUfn72Jf3nJG43DxLfut3w+zZEdMQWLv1UjLcfDdtjP837rjADSJ8EOlgu2n03hi0a6CxN5i7Nlw4g+xbASiY7SPETJi4NvBxTtMV2LnM2w8umBXwfJckwgxzu+sOsLCf8Q4+xsrOIHXli56QuUvG/V9Daq3F8tJi8aIbemSJElSuZMBzGVQAW6PB7UKZo3vwMKHuzColVia8SgKyrUoma+AxyMeZ0SHmix8qAufjW6LSiU+G0vd4KxSxA0AaneBCb/D+F/ymgJWrVL+CmJSQ62Cr8Z14PuHujC0TQ1xXWX5UYwB0P1JUTdn0HToOAlGzRdBTKeHwRxR0WcoSZJ0U5C7kC5DhMXIzPEdOJOcQ+vaARh9NLwyqDnD2tWkfe0ALL66q36OQJOOCbdE0qKmhba1Agg06ejVOIz5kzrTINRMuKWUqrY6s9j5Mm45hDQW/Yp8g2HCb+LvwMirPrfrpZrFyBf3teN0cg5talkw6rT8566mDG5djXZ1Agm4BuN8TQTVg4c3iho4ej/xZ/T3oPYRPY4kSZKkcicDmMtUzWIk3M+AWi3mQkL89NzWKLTg8rUQ4Kujd+Owgsf01WvpWi/40s+hM0HkraDOm1DTaKFa28LLVUixcTbrue2CMak0zKHel/3kzIskSdL1VPU+4SpQ0Q/R8vhQveLnKBqsVMHgJd/1GGdJkiSpaqu6n3KSJEmSJN20ZAAjSZIkSVKVIwMYSZIkSZKqHBnASJIkSZJU5cgARpIkSZKkKkcGMJIkSZIkVTkygJEkSZIkqcqRAYwkSZIkSVWODGAkSZIkSapyZAAjSZIkSVKVc8P2QsrvEO12uyv4TG5M+eMqx/f6kuNeceTYVww57hWnosY+//nyP8dLo1IudYsqyuFwsH///oo+DUmSJEmSrkDLli3R6XSlXn/DBjAejweXy4VarUalks0AJUmSJKkqUBQFj8eDVqtFfZHGxDdsACNJkiRJ0o1LJvFKkiRJklTlyABGkiRJkqQqRwYwkiRJkiRVOTKAkSRJkiSpypEBjCRJkiRJVY4MYCRJkiRJqnJkACNJkiRJUpUjAxjpsowbN44mTZrw9ddfex0/efIko0ePplWrVgwcOJCNGzdW0BneeDIyMnjuuefo0qULvXv3ZubMmXg8HkCOe3mKiYlh0qRJtG3blgEDBvDbb78VXCfH/fqaPXs2qampgBz78vbRRx/RtGlTmjVrRrNmzbjrrruASj7uiiRdpk8//VSZPXt2wWW73a706tVLmT9/vmK325Xt27crt9xyi3LkyJEKPMsbx7hx45QPP/xQycrKUqKjo5V7771X+fbbb+W4lyOPx6PcddddysyZMxW73a4cPnxY6dWrl7J792457tfZkSNHlBYtWigpKSly7K+DRx99VImKivI6VtnHXc7ASFdszZo1NGrUiLFjx6LT6ejQoQOPPfZYsVkaqewOHTpEWloa06ZNw2w2ExkZydtvv82SJUvkuJejzMxMxo4dy0MPPYROp6NJkyb06dOHnTt3ynG/jhwOB88880xBUz859uXvxIkT1KtXz+tYZR93GcBIV2zHjh306dPH69iAAQPYtm1bBZ3RjcPtdjNhwgSvPl4RERGkpKTIcS9HFouFUaNGAeJDdMuWLaxZs4YuXbrIcb+O/u///o9GjRoREREByPea8ma328nIyCAkJMTreGUfdxnASFfs3Llz1K5d2+tYUFAQDocDh8NRQWd1Y2jZsiXDhw/3OrZ+/XpatGghx/06GTFiBA888ACdOnWiWbNmctyvk+3bt7N69WpeeeWVgmNy7MvXqVOnsNls9OzZk1tvvZX3338fp9NZ6cddBjDSFcvNzcVoNBY7rtfryc3NrYAzunElJSXx7rvvMmXKFDnu18nixYtZvHgx0dHRfPnll3LcrwOr1crzzz/PW2+9hZ+fX8FxOfbly2g0MmfOHFavXs3ixYs5ceIEn332WaUfdxnASFfMYDBgt9uLHc/IyMBgMFTAGd2YHA4HU6dOZcyYMbRp00aO+3Wi1+tp06YNM2bMYO7cuXLcr4M333yT/v3706VLF6/jcuzLV2RkJO3bt8dgMFCtWjXee+89fvjhh0o/7jKAka5YtWrViI2N9TqWlJSExWJBp9NV0FndeF588UWqVavGI488AshxL0+xsbEkJiZ6HQsPD0elUhEUFCTHvRytW7eOX375hfnz59OyZUtatmxJXFwcPXv25Pjx43LsryOLxYKiKJX+NS8DGOmKtW/fnk2bNnkdW716Nd26daugM7rxTJ8+nZiYGN55552ChF457uVn165dvPvuu17HYmNjMZvNdOvWTY57Oerbty8HDx5k//79BX9q1KjBxo0bmTZtmhz7cnLgwAH++9//eh07efIker2+0r/mZQAjXbH+/fuzb98+li9fjtPpZPfu3cyaNYtJkyZV9KndEH7++WdWrFjB559/jl6vLzgux7389O3bl/379/PTTz+Rm5vLyZMn+de//sWUKVPkuFcgOfblp0GDBmzevJkFCxZgt9s5cuQI06ZN46GHHqr0465SFEWp6JOQqobp06fj6+vr9eI9ceIEL7/8MgcOHKBWrVo8//zz3HrrrRV4ljeGHTt2MGHCBFwuF2q19/eMtWvXYrPZ5LiXk1OnTvHGG2+wZ88eLBYLDzzwAOPHjwfk6/166927N0uXLiUoKEiOfTk6fvw4r7/+Ovv378disRTUQlKpVJV63GUAI0mSJElSlSOXkCRJkiRJqnJkACNJkiRJUpUjAxhJkiRJkqocGcBIkiRJklTlyABGkiRJkqQqRwYwkiRJkiRVOTKAkSRJkiSpypEBjCRJkiRJVY4MYCRJumZiY2O56667ynSfqKgoJk+eXObnatu27TW73fDhw5k3bx4gqr+mpqZe0c8iSdL1IwMYSZJuepGRkQQHB1f0aUiSVAbaij4BSZKkivbhhx9W9ClIklRGcgZGkqRrYsGCBfTv35/jx4/TrFkz1qxZg8fj4YsvvqBXr160bNmSYcOGsWHDhoL7vP/++0yYMIGNGzfSrFkzDhw4AEBOTg5vvvkmXbt2pW3btjzyyCPExMTQuXPnKzq3hIQEnnrqKdq1a0enTp144YUXSE9PL7h+8uTJREVFXc2PL0nSdSYDGEmSromxY8eyZs0aGjZsyKFDh+jfvz8vv/wyW7du5csvvyQqKoonnniCV155hTVr1gDwzDPPMHfuXHr27MmhQ4do0aIFbrebyZMnk5KSwuLFi9m8eTODBw9m6tSpOByOMp+X0+nkscceo3///vz1118sX74cHx8fJk6ciN1uv9bDIEnSdSKXkCRJKhcHDx5k27Zt/Prrr/j6+gLQq1cvAgMDeeqpp+jbty9qdfHvUGvWrMHpdPLRRx+hUqkAuPPOO9Hr9UyZMqXM5+F0Onn00Ufp06cPAGazmddff53JkyezbNkyRo8efRU/pSRJFUXOwEiSVC6ioqLo379/QfCSr02bNuj1es6cOVPi/bZv386gQYMKgpd8vXr1KvZYl0On09GzZ89ixwcPHsz27dvL/HiSJFUOMoCRJKlceDweNBpNiddpNBo8Hk+J1xUNXC6kKEqZz0NRlBLvdyWPJUlS5SEDGEmSykWnTp34888/i+WtHDp0iOzsbOrWrVvq/X755ZdiAc769eux2WxlPg+n08mqVauKHV+xYgWdOnUq8+NJklQ5yABGkqRrRq1W43Q6AWjVqhXNmzfniSee4NSpU9hsNv766y8ef/xxnn322YL8F7VajcvlKniMfv36odfrefrpp4mJiSE7O5vff/+dL7744oqXkObPn8/y5cuxWq3Ex8fz0ksvkZKSwt13331tfnBJkq47GcBIknTNhIaGotVq6dChAwDvvPMOLVq0YOLEiXTs2JEPP/yQF198kYEDBxbcp169ehw/fpwhQ4YAIqD58ssvCQ4OZuTIkXTv3p2VK1cyY8YMdDpdmc9Jq9UyY8YMNm7cSI8ePRg6dChqtZq5c+de0eNJklQ5qBS5ECxJkiRJUhUjt1FLklRlxcXF0a9fvxKva9KkCcuWLbvOZyRJ0vUiZ2AkSZIkSapyZA6MJEmSJElVjgxgJEmSJEmqcmQAI0mSJElSlSMDGEmSJEmSqhwZwEiSJEmSVOXIAEaSJEmSpCpHBjCSJEmSJFU5MoCRJEmSJKnKkQGMJEmSJElVzv8Di1/TwIKjG2kAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：Seaborn 的简洁性\n",
        "# 使用 Seaborn 只需一行代码就能创建美观的图表\n",
        "\n",
        "# 加载示例数据\n",
        "tips = sns.load_dataset('tips')\n",
        "\n",
        "# 一行代码创建散点图，自动处理统计信息\n",
        "# 使用 Seaborn 创建散点图\n",
        "sns.scatterplot(\n",
        "    data=tips,            # 数据来源，Pandas DataFrame 对象\n",
        "    x='total_bill',       # x 轴变量，表示账单总金额\n",
        "    y='tip',              # y 轴变量，表示小费金额\n",
        "    hue='smoker',         # 按吸烟与否分类，不同类别用不同颜色显示\n",
        "    style='time'          # 按用餐时间（午餐/晚餐）分类，不同类别用不同标记样式显示\n",
        ")\n",
        "plt.title('Seaborn 一行代码创建美观图表')\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 1.3 Seaborn 的优势\n",
        "\n",
        "1. **简化复杂可视化**：\n",
        "   - 自动处理数据聚合\n",
        "   - 自动计算置信区间\n",
        "   - 自动处理缺失值\n",
        "\n",
        "2. **内置统计功能**：\n",
        "   - 自动拟合回归线\n",
        "   - 自动计算核密度估计\n",
        "   - 自动进行统计检验可视化\n",
        "\n",
        "3. **美观的默认样式**：\n",
        "   - 专业的配色方案\n",
        "   - 优化的图表布局\n",
        "   - 更好的默认字体和间距\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：Seaborn 自动处理统计信息\n",
        "# 自动添加回归线和置信区间\n",
        "\n",
        "sns.regplot(data=tips, x='total_bill', y='tip', \n",
        "            scatter_kws={'alpha': 0.5},  # 设置散点透明度\n",
        "            line_kws={'color': 'red'})   # 设置回归线颜色\n",
        "plt.title('Seaborn 自动添加回归线和置信区间')\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 1.4 Seaborn 的应用场景\n",
        "\n",
        "1. **探索性数据分析（EDA）**：\n",
        "   - 快速了解数据分布\n",
        "   - 发现变量之间的关系\n",
        "   - 识别异常值和模式\n",
        "\n",
        "2. **统计可视化**：\n",
        "   - 展示统计模型结果\n",
        "   - 可视化假设检验\n",
        "   - 展示置信区间和误差条\n",
        "\n",
        "3. **数据报告**：\n",
        "   - 创建专业的报告图表\n",
        "   - 制作演示文稿的可视化\n",
        "   - 生成出版物质量的图表\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x1000 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：探索性数据分析\n",
        "# 快速创建多个图表来探索数据\n",
        "\n",
        "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
        "\n",
        "# 1. 分布图\n",
        "sns.histplot(data=tips, x='total_bill', ax=axes[0, 0])\n",
        "axes[0, 0].set_title('账单金额分布')\n",
        "\n",
        "# 2. 箱线图\n",
        "sns.boxplot(data=tips, x='day', y='tip', ax=axes[0, 1])\n",
        "axes[0, 1].set_title('不同日期的小费分布')\n",
        "\n",
        "# 3. 关系图\n",
        "sns.scatterplot(data=tips, x='total_bill', y='tip', hue='size', ax=axes[1, 0])\n",
        "axes[1, 0].set_title('账单金额与小费关系')\n",
        "\n",
        "# 4. 分类统计\n",
        "sns.barplot(data=tips, x='day', y='tip', ax=axes[1, 1])\n",
        "axes[1, 1].set_title('不同日期的平均小费')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 1.5 Seaborn 与其他库的关系\n",
        "\n",
        "Seaborn 不是孤立存在的，它与 Python 数据科学生态系统中的其他库紧密配合：\n",
        "\n",
        "- **基于 Matplotlib**：Seaborn 构建在 Matplotlib 之上，所有 Seaborn 图表实际上都是 Matplotlib 图形\n",
        "- **与 Pandas 集成**：可以直接使用 Pandas DataFrame，自动处理列名和索引\n",
        "- **与 NumPy 配合**：支持 NumPy 数组作为输入数据\n",
        "- **依赖 SciPy**：用于统计计算和分布拟合\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：Seaborn 与 Pandas 的完美集成\n",
        "# 直接使用 DataFrame，自动识别列名\n",
        "\n",
        "# 创建示例 DataFrame\n",
        "df = pd.DataFrame({\n",
        "    'x': np.random.randn(100),\n",
        "    'y': np.random.randn(100),\n",
        "    'category': np.random.choice(['A', 'B', 'C'], 100)\n",
        "})\n",
        "\n",
        "# Seaborn 可以直接使用 DataFrame 和列名\n",
        "sns.scatterplot(data=df, x='x', y='y', hue='category')\n",
        "plt.title('Seaborn 与 Pandas 完美集成')\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 2. 安装和导入\n",
        "\n",
        "### 2.1 安装 Seaborn\n",
        "\n",
        "Seaborn 可以通过多种方式安装：\n",
        "\n",
        "**使用 pip 安装**：\n",
        "```bash\n",
        "pip install seaborn\n",
        "```\n",
        "\n",
        "**使用 conda 安装**：\n",
        "```bash\n",
        "conda install seaborn\n",
        "```\n",
        "\n",
        "**安装特定版本**：\n",
        "```bash\n",
        "pip install seaborn==0.12.0\n",
        "```\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# 2.2 标准导入\n",
        "# Seaborn 的标准导入方式是使用别名 sns（这是社区约定）\n",
        "\n",
        "import seaborn as sns\n",
        "\n",
        "# 同时通常也需要导入 matplotlib.pyplot 用于进一步定制\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# 在 Jupyter Notebook 中显示图形\n",
        "%matplotlib inline\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Seaborn 版本: 0.13.2\n",
            "\n",
            "Seaborn 模块位置: /opt/anaconda3/envs/ml311/lib/python3.11/site-packages/seaborn/__init__.py\n"
          ]
        }
      ],
      "source": [
        "# 2.3 版本检查\n",
        "# 检查 Seaborn 的版本\n",
        "\n",
        "print(f\"Seaborn 版本: {sns.__version__}\")\n",
        "\n",
        "# 也可以查看详细的版本信息\n",
        "import seaborn\n",
        "print(f\"\\nSeaborn 模块位置: {seaborn.__file__}\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 2.4 依赖库\n",
        "\n",
        "Seaborn 依赖于以下核心库：\n",
        "\n",
        "1. **matplotlib**：底层绘图库\n",
        "2. **pandas**：数据处理和 DataFrame 支持\n",
        "3. **numpy**：数值计算\n",
        "4. **scipy**：统计计算（某些功能需要）\n",
        "\n",
        "这些库通常在安装 Seaborn 时会自动安装，但也可以单独安装：\n",
        "```bash\n",
        "pip install matplotlib pandas numpy scipy\n",
        "```\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# 检查依赖库的版本\n",
        "print(\"依赖库版本信息：\")\n",
        "print(f\"Matplotlib: {plt.matplotlib.__version__}\")\n",
        "print(f\"Pandas: {pd.__version__}\")\n",
        "print(f\"NumPy: {np.__version__}\")\n",
        "\n",
        "try:\n",
        "    import scipy\n",
        "    print(f\"SciPy: {scipy.__version__}\")\n",
        "except ImportError:\n",
        "    print(\"SciPy: 未安装（某些高级功能可能需要）\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 3. Seaborn vs Matplotlib\n",
        "\n",
        "### 3.1 基本关系\n",
        "\n",
        "**Seaborn 基于 Matplotlib 构建**：\n",
        "- Seaborn 不是 Matplotlib 的替代品，而是它的扩展\n",
        "- 所有 Seaborn 图表底层都是 Matplotlib 图形对象\n",
        "- Seaborn 提供了更高级的接口和更美观的默认样式\n",
        "\n",
        "**核心区别**：\n",
        "- **Seaborn**：专注于统计可视化，提供高级接口\n",
        "- **Matplotlib**：提供底层绘图控制，更灵活但需要更多代码\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1400x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：对比 Matplotlib 和 Seaborn 创建相同图表\n",
        "\n",
        "# 准备数据\n",
        "x = np.linspace(0, 10, 100)\n",
        "y1 = np.sin(x)\n",
        "y2 = np.cos(x)\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
        "\n",
        "# 使用 Matplotlib（需要更多代码）\n",
        "axes[0].plot(x, y1, label='sin(x)', linewidth=2)\n",
        "axes[0].plot(x, y2, label='cos(x)', linewidth=2)\n",
        "axes[0].set_xlabel('X 轴', fontsize=12)\n",
        "axes[0].set_ylabel('Y 轴', fontsize=12)\n",
        "axes[0].set_title('Matplotlib 方式', fontsize=14)\n",
        "axes[0].legend()\n",
        "axes[0].grid(True, alpha=0.3)\n",
        "\n",
        "# 使用 Seaborn（更简洁，自动应用样式）\n",
        "sns.lineplot(x=x, y=y1, label='sin(x)', ax=axes[1])\n",
        "sns.lineplot(x=x, y=y2, label='cos(x)', ax=axes[1])\n",
        "axes[1].set_xlabel('X 轴', fontsize=12)\n",
        "axes[1].set_ylabel('Y 轴', fontsize=12)\n",
        "axes[1].set_title('Seaborn 方式', fontsize=14)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 3.2 功能对比\n",
        "\n",
        "| 特性 | Matplotlib | Seaborn |\n",
        "|------|-----------|---------|\n",
        "| **接口级别** | 底层控制 | 高级接口 |\n",
        "| **代码量** | 需要更多代码 | 代码简洁 |\n",
        "| **统计功能** | 需要手动实现 | 内置统计功能 |\n",
        "| **默认样式** | 基础样式 | 美观默认样式 |\n",
        "| **数据处理** | 需要预处理 | 自动处理聚合 |\n",
        "| **灵活性** | 完全控制 | 高级定制需要 Matplotlib |\n",
        "\n",
        "### 3.3 使用场景建议\n",
        "\n",
        "**使用 Matplotlib 当**：\n",
        "- 需要完全控制图表的每个细节\n",
        "- 创建非统计类型的图表\n",
        "- 需要高度定制化的可视化\n",
        "\n",
        "**使用 Seaborn 当**：\n",
        "- 进行探索性数据分析（EDA）\n",
        "- 需要统计可视化功能\n",
        "- 想要快速创建美观的图表\n",
        "- 处理结构化数据（DataFrame）\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1400x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：Seaborn 自动处理统计聚合\n",
        "# 对比手动使用 Matplotlib 和自动使用 Seaborn\n",
        "\n",
        "tips = sns.load_dataset('tips')\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
        "\n",
        "# Matplotlib 方式：需要手动计算平均值\n",
        "day_means = tips.groupby('day')['tip'].mean()\n",
        "days = day_means.index\n",
        "means = day_means.values\n",
        "axes[0].bar(days, means, color='steelblue', alpha=0.7)\n",
        "axes[0].set_xlabel('日期')\n",
        "axes[0].set_ylabel('平均小费')\n",
        "axes[0].set_title('Matplotlib：需要手动计算统计值')\n",
        "axes[0].grid(True, alpha=0.3, axis='y')\n",
        "\n",
        "# Seaborn 方式：自动计算统计值\n",
        "sns.barplot(data=tips, x='day', y='tip', ax=axes[1])\n",
        "axes[1].set_xlabel('日期')\n",
        "axes[1].set_ylabel('平均小费')\n",
        "axes[1].set_title('Seaborn：自动计算统计值')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 3.4 混合使用：最佳实践\n",
        "\n",
        "**Seaborn 绘图 + Matplotlib 定制**：\n",
        "- 使用 Seaborn 创建基础图表\n",
        "- 使用 Matplotlib 进行细节定制\n",
        "- 这是最常见和推荐的方式\n",
        "\n",
        "**工作流程**：\n",
        "1. 使用 Seaborn 快速创建图表\n",
        "2. 获取 Matplotlib 的 axes 对象\n",
        "3. 使用 Matplotlib 方法进行定制\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：Seaborn 绘图 + Matplotlib 定制\n",
        "# 这是最常用和推荐的方式\n",
        "\n",
        "# 使用 Seaborn 创建基础图表\n",
        "ax = sns.scatterplot(data=tips, x='total_bill', y='tip', \n",
        "                     hue='time', style='smoker', s=100)\n",
        "\n",
        "# 使用 Matplotlib 进行细节定制\n",
        "ax.set_title('Seaborn 绘图 + Matplotlib 定制', fontsize=16, fontweight='bold')\n",
        "ax.set_xlabel('账单总额 ($)', fontsize=12)\n",
        "ax.set_ylabel('小费 ($)', fontsize=12)\n",
        "\n",
        "# 添加网格\n",
        "ax.grid(True, alpha=0.3, linestyle='--')\n",
        "\n",
        "# 添加文本注释\n",
        "ax.text(40, 8, '高账单区域', fontsize=10, \n",
        "        bbox=dict(boxstyle='round', facecolor='yellow', alpha=0.5))\n",
        "\n",
        "# 设置图例位置\n",
        "ax.legend(loc='upper left', framealpha=0.9)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 3.5 Seaborn 的自动统计功能\n",
        "\n",
        "Seaborn 自动处理许多统计任务：\n",
        "\n",
        "1. **统计聚合**：自动计算均值、中位数等\n",
        "2. **置信区间**：自动计算和显示置信区间\n",
        "3. **回归拟合**：自动拟合回归线\n",
        "4. **核密度估计**：自动计算和绘制密度曲线\n",
        "5. **误差条**：自动计算标准误差和置信区间\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1400x1000 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 示例：Seaborn 自动处理统计功能\n",
        "\n",
        "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
        "\n",
        "# 1. 自动计算置信区间（条形图）\n",
        "sns.barplot(data=tips, x='day', y='tip', ax=axes[0, 0])\n",
        "axes[0, 0].set_title('自动计算置信区间（条形图）')\n",
        "\n",
        "# 2. 自动拟合回归线\n",
        "sns.regplot(data=tips, x='total_bill', y='tip', ax=axes[0, 1])\n",
        "axes[0, 1].set_title('自动拟合回归线')\n",
        "\n",
        "# 3. 自动计算核密度估计\n",
        "sns.histplot(data=tips, x='tip', kde=True, ax=axes[1, 0])\n",
        "axes[1, 0].set_title('自动计算核密度估计')\n",
        "\n",
        "# 4. 自动计算误差条（点图）\n",
        "sns.pointplot(data=tips, x='day', y='tip', hue='time', ax=axes[1, 1])\n",
        "axes[1, 1].set_title('自动计算误差条（点图）')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 总结\n",
        "\n",
        "本部分我们学习了：\n",
        "\n",
        "1. **Seaborn 简介**：\n",
        "   - Seaborn 是基于 Matplotlib 的统计可视化库\n",
        "   - 核心特点：高级接口、统计图表、美观默认样式、Pandas 集成\n",
        "   - 优势：简化复杂可视化、内置统计功能、美观默认样式\n",
        "   - 应用场景：EDA、统计可视化、数据报告\n",
        "\n",
        "2. **安装和导入**：\n",
        "   - 使用 `pip install seaborn` 或 `conda install seaborn` 安装\n",
        "   - 标准导入：`import seaborn as sns`\n",
        "   - 检查版本：`sns.__version__`\n",
        "   - 依赖库：matplotlib, pandas, numpy, scipy\n",
        "\n",
        "3. **Seaborn vs Matplotlib**：\n",
        "   - Seaborn 基于 Matplotlib 构建，提供更高级的接口\n",
        "   - Seaborn 专注于统计可视化，Matplotlib 提供底层控制\n",
        "   - 最佳实践：Seaborn 绘图 + Matplotlib 定制\n",
        "   - Seaborn 自动处理统计聚合、置信区间等\n",
        "\n",
        "**下一步**：学习 Seaborn 的内置数据集，为后续学习准备数据。\n"
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